From 60920afe2982fa90eb209de2f6b6d76aef345de1 Mon Sep 17 00:00:00 2001
From: Quarto GHA Workflow Runner <quarto-github-actions-publish@example.com>
Date: Tue, 30 Apr 2024 03:41:50 +0000
Subject: [PATCH] Built site for gh-pages

---
 .nojekyll                                     |   2 +-
 blog.html                                     | 266 ++++++++--------
 blog.xml                                      |   8 +-
 index.html                                    |   6 +-
 posts/2022/2022-05-01-audiocnndemo.html       |   2 +-
 posts/2022/2022-07-26-wandbbug.html           |   4 +-
 posts/2023/fossunited/kochi.html              |   2 +-
 posts/2023/gpt4/index.html                    |  16 +-
 .../malayalam_whisper_benchmarking/index.html |   6 +-
 posts/2023/pycon_india2023_talk/index.html    |   6 +-
 search.json                                   |   4 +-
 sitemap.xml                                   | 298 +++++++++---------
 slides.html                                   |  24 +-
 slides.xml                                    |   4 +-
 talks/delft-fastai/index.html                 |   4 +-
 talks/foss-united/kochi.html                  |   6 +-
 talks/fossasia2023.html                       |   6 +-
 talks/iiit-kottayam-summit/index.html         |   4 +-
 talks/mec/debutsav.html                       |  10 +-
 talks/proposals/pyconind.html                 |   6 +-
 talks/pyconindia-2023/pyconind.html           |   6 +-
 21 files changed, 345 insertions(+), 345 deletions(-)

diff --git a/.nojekyll b/.nojekyll
index 7f4b3314..fdfdc905 100644
--- a/.nojekyll
+++ b/.nojekyll
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+59af0cdf
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diff --git a/blog.html b/blog.html
index 5b5760e2..f94f08b5 100644
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diff --git a/blog.xml b/blog.xml
index 1f033b53..964c40cc 100644
--- a/blog.xml
+++ b/blog.xml
@@ -377,9 +377,9 @@
 </section>
 <section id="tweets" class="level2">
 <h2 class="anchored" data-anchor-id="tweets">Tweets</h2>
-<p></p><div id="tweet-50482"></div><script>tweet={"url":"https:\/\/twitter.com\/pyconindia\/status\/1708369432903553187","author_name":"PyCon India","author_url":"https:\/\/twitter.com\/pyconindia","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EAn engaging talk that left us all spellbound at \u003Ca href=\"https:\/\/twitter.com\/hashtag\/PyConIndia2023?src=hash&amp;ref_src=twsrc%5Etfw\"\u003E#PyConIndia2023\u003C\/a\u003E by our Speaker Kurian Benoy (\u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E) on &quot;OpenAI Whisper and it’s amazing power to do fine-tuning demonstrated in my mother-tongue&quot;. It was an exploration of the thrilling fusion of Python and innovation \uD83D\uDD25 \u003Ca href=\"https:\/\/t.co\/3deZLjJNiw\"\u003Epic.twitter.com\/3deZLjJNiw\u003C\/a\u003E\u003C\/p\u003E&mdash; PyCon India (@pyconindia) \u003Ca href=\"https:\/\/twitter.com\/pyconindia\/status\/1708369432903553187?ref_src=twsrc%5Etfw\"\u003EOctober 1, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-50482").innerHTML = tweet["html"];</script><p></p>
-<p></p><div id="tweet-52164"></div><script>tweet={"url":"https:\/\/twitter.com\/pyconindia\/status\/1714265134917702040","author_name":"PyCon India","author_url":"https:\/\/twitter.com\/pyconindia","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EA massive thank you to all the brilliant speakers of \u003Ca href=\"https:\/\/twitter.com\/hashtag\/PyConIndia2023?src=hash&amp;ref_src=twsrc%5Etfw\"\u003E#PyConIndia2023\u003C\/a\u003E! \uD83C\uDFA4 Your insights, knowledge and passion for Python has truly enriched our event \uD83D\uDE03\u003Ca href=\"https:\/\/twitter.com\/hashtag\/PyConIndia?src=hash&amp;ref_src=twsrc%5Etfw\"\u003E#PyConIndia\u003C\/a\u003E \u003Ca href=\"https:\/\/twitter.com\/hashtag\/PythonForAll?src=hash&amp;ref_src=twsrc%5Etfw\"\u003E#PythonForAll\u003C\/a\u003E \u003Ca href=\"https:\/\/twitter.com\/hashtag\/CodeCollaborateCelebrate?src=hash&amp;ref_src=twsrc%5Etfw\"\u003E#CodeCollaborateCelebrate\u003C\/a\u003E \u003Ca href=\"https:\/\/t.co\/TZSMJBT6Kp\"\u003Epic.twitter.com\/TZSMJBT6Kp\u003C\/a\u003E\u003C\/p\u003E&mdash; PyCon India (@pyconindia) \u003Ca href=\"https:\/\/twitter.com\/pyconindia\/status\/1714265134917702040?ref_src=twsrc%5Etfw\"\u003EOctober 17, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-52164").innerHTML = tweet["html"];</script><p></p>
-<p></p><div id="tweet-52874"></div><script>tweet={"url":"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372","author_name":"Kavya Manohar (കാവ്യ)","author_url":"https:\/\/twitter.com\/kavya_manohar","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EThere has never been a benchmark for comparing Malayalam ASR models. Thank you \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E \u003Ca href=\"https:\/\/t.co\/Ay84OGzxWn\"\u003Ehttps:\/\/t.co\/Ay84OGzxWn\u003C\/a\u003E\u003C\/p\u003E&mdash; Kavya Manohar (കാവ്യ) (@kavya_manohar) \u003Ca href=\"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-52874").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-89241"></div><script>tweet={"url":"https:\/\/twitter.com\/pyconindia\/status\/1708369432903553187","author_name":"PyCon India","author_url":"https:\/\/twitter.com\/pyconindia","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EAn engaging talk that left us all spellbound at \u003Ca href=\"https:\/\/twitter.com\/hashtag\/PyConIndia2023?src=hash&amp;ref_src=twsrc%5Etfw\"\u003E#PyConIndia2023\u003C\/a\u003E by our Speaker Kurian Benoy (\u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E) on &quot;OpenAI Whisper and it’s amazing power to do fine-tuning demonstrated in my mother-tongue&quot;. It was an exploration of the thrilling fusion of Python and innovation \uD83D\uDD25 \u003Ca href=\"https:\/\/t.co\/3deZLjJNiw\"\u003Epic.twitter.com\/3deZLjJNiw\u003C\/a\u003E\u003C\/p\u003E&mdash; PyCon India (@pyconindia) \u003Ca href=\"https:\/\/twitter.com\/pyconindia\/status\/1708369432903553187?ref_src=twsrc%5Etfw\"\u003EOctober 1, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-89241").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-75220"></div><script>tweet={"url":"https:\/\/twitter.com\/pyconindia\/status\/1714265134917702040","author_name":"PyCon India","author_url":"https:\/\/twitter.com\/pyconindia","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EA massive thank you to all the brilliant speakers of \u003Ca href=\"https:\/\/twitter.com\/hashtag\/PyConIndia2023?src=hash&amp;ref_src=twsrc%5Etfw\"\u003E#PyConIndia2023\u003C\/a\u003E! \uD83C\uDFA4 Your insights, knowledge and passion for Python has truly enriched our event \uD83D\uDE03\u003Ca href=\"https:\/\/twitter.com\/hashtag\/PyConIndia?src=hash&amp;ref_src=twsrc%5Etfw\"\u003E#PyConIndia\u003C\/a\u003E \u003Ca href=\"https:\/\/twitter.com\/hashtag\/PythonForAll?src=hash&amp;ref_src=twsrc%5Etfw\"\u003E#PythonForAll\u003C\/a\u003E \u003Ca href=\"https:\/\/twitter.com\/hashtag\/CodeCollaborateCelebrate?src=hash&amp;ref_src=twsrc%5Etfw\"\u003E#CodeCollaborateCelebrate\u003C\/a\u003E \u003Ca href=\"https:\/\/t.co\/TZSMJBT6Kp\"\u003Epic.twitter.com\/TZSMJBT6Kp\u003C\/a\u003E\u003C\/p\u003E&mdash; PyCon India (@pyconindia) \u003Ca href=\"https:\/\/twitter.com\/pyconindia\/status\/1714265134917702040?ref_src=twsrc%5Etfw\"\u003EOctober 17, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-75220").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-30959"></div><script>tweet={"url":"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372","author_name":"Kavya Manohar (കാവ്യ)","author_url":"https:\/\/twitter.com\/kavya_manohar","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EThere has never been a benchmark for comparing Malayalam ASR models. Thank you \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E \u003Ca href=\"https:\/\/t.co\/Ay84OGzxWn\"\u003Ehttps:\/\/t.co\/Ay84OGzxWn\u003C\/a\u003E\u003C\/p\u003E&mdash; Kavya Manohar (കാവ്യ) (@kavya_manohar) \u003Ca href=\"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-30959").innerHTML = tweet["html"];</script><p></p>
 
 
 </section>
@@ -486,7 +486,7 @@
 <figcaption>This talk is not generated :D</figcaption>
 </figure>
 </div>
-<p></p><div id="tweet-43573"></div><script>tweet={"url":"https:\/\/twitter.com\/FOSSUnitedKochi\/status\/1672490010770014208","author_name":"FOSS United Kochi","author_url":"https:\/\/twitter.com\/FOSSUnitedKochi","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EBack to the talks again with \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E talking about fine-tuning OpenAI Whisper capabilities in his mother-tongue aka Malayalam \uD83E\uDD29 \u003Ca href=\"https:\/\/t.co\/m91FruuzqS\"\u003Epic.twitter.com\/m91FruuzqS\u003C\/a\u003E\u003C\/p\u003E&mdash; FOSS United Kochi (@FOSSUnitedKochi) \u003Ca href=\"https:\/\/twitter.com\/FOSSUnitedKochi\/status\/1672490010770014208?ref_src=twsrc%5Etfw\"\u003EJune 24, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-43573").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-42590"></div><script>tweet={"url":"https:\/\/twitter.com\/FOSSUnitedKochi\/status\/1672490010770014208","author_name":"FOSS United Kochi","author_url":"https:\/\/twitter.com\/FOSSUnitedKochi","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EBack to the talks again with \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E talking about fine-tuning OpenAI Whisper capabilities in his mother-tongue aka Malayalam \uD83E\uDD29 \u003Ca href=\"https:\/\/t.co\/m91FruuzqS\"\u003Epic.twitter.com\/m91FruuzqS\u003C\/a\u003E\u003C\/p\u003E&mdash; FOSS United Kochi (@FOSSUnitedKochi) \u003Ca href=\"https:\/\/twitter.com\/FOSSUnitedKochi\/status\/1672490010770014208?ref_src=twsrc%5Etfw\"\u003EJune 24, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-42590").innerHTML = tweet["html"];</script><p></p>
 
 
 </section>
diff --git a/index.html b/index.html
index 538f996f..aa684672 100644
--- a/index.html
+++ b/index.html
@@ -190,11 +190,11 @@ <h1 class="title">Kurian Benoy</h1>
   <div class="about-contents"><main class="content column-page" id="quarto-document-content">
 <section id="hi-im-kurian-benoy" class="level2">
 <h2 data-anchor-id="hi-im-kurian-benoy">Hi, I’m Kurian Benoy <img src="https://media.giphy.com/media/hvRJCLFzcasrR4ia7z/giphy.gif" width="25px" alt="Waving hand to say hello"></h2>
-<p>I am an AI Engineer &amp; Team Lead working in <a href="https://www.sentient.io/en/">Sentient.io</a>, a fast-paced startup based in Singapore. I have multiple years of experience in Python and Machine learning experience. I have contributed to various open source organizations like Keras, DVC, HuggingFace, fast.ai, Swathanthra Malayalam Computing, CloudCV etc.</p>
-<p>I like to speak and interact with developer community. I am an active member of <a href="https://forums.fast.ai/u/kurianbenoy/summary">fast.ai community</a> and engage in lot of other communities based in Kerala. I have given talk as expert in competence of Machine Learning and core Python in <a href="https://in.pycon.org">Pycon India</a>, which is the largest gathering of Pythonistas in India for the Python programming language.</p>
+<p>I am building Full-Stack GenAI @ <a href="https://www.sarvam.ai/">Sarvam.ai</a>. I have multiple years of experience in Python and Machine learning experience. I have contributed to various open source organizations like Swathanthra Malayalam Computing, FOSSASIA, Keras, DVC, HuggingFace, fast.ai, CloudCV etc.</p>
+<p>I like to speak and interact with developer community. I am an active member of <a href="https://forums.fast.ai/u/kurianbenoy/summary">fast.ai community</a> and engage in lot of other communities based in Kerala. I have given talk thrice as expert in competence of Machine Learning and core Python in <a href="https://in.pycon.org">Pycon India</a>, which is the largest gathering of Pythonistas in India for the Python programming language.</p>
 <p>I believe in the old Malayalam proverb, “അണ്ണാൻ കുന്നിനും തന്നാലാവത്”. In English it translates to this meaning - “Even a squirrel does what it can do it’s best of abilities, similarly we should also strive to do everything to best of our abilities.”.</p>
 <p>Smash that donate button like a true superstar, your contribution to help my work by buying me a coffee would be absolutely pixel-perfect amazing. <a href="https://www.buymeacoffee.com/kurianbkk8"><img src="https://img.shields.io/badge/Buy%20me%20a%20coffee-Donate-green.svg" class="img-fluid" alt="Buy me a coffee"></a></p>
-<p>I am quite easy to reach out via <a href="mailto:kurian.bkk@gmail.com">email</a> or feel free to connect or DM me via <a href="https://linkedin.com/in/kurianbenoy">linkedIn</a> or <a href="ttps://twitter.com/kurianbenoy2">twitter</a>.</p>
+<p>I am quite easy to reach out via <a href="mailto:kurian.bkk@gmail.com">email</a>.</p>
 
 
 </section>
diff --git a/posts/2022/2022-05-01-audiocnndemo.html b/posts/2022/2022-05-01-audiocnndemo.html
index 7590578f..160a27ea 100644
--- a/posts/2022/2022-05-01-audiocnndemo.html
+++ b/posts/2022/2022-05-01-audiocnndemo.html
@@ -1006,7 +1006,7 @@ <h2 class="anchored" data-anchor-id="inference-function">Inference function</h2>
 <section id="conclusion" class="level2">
 <h2 class="anchored" data-anchor-id="conclusion">Conclusion</h2>
 <p>We trained a ML model which can identify with 54.4% accuracy to classify in a music file which genre it is. It’s not so bad for a baseline model. Dien Hoa Truong has shared some techniques which he learned during Kaggle competition with music genres.</p>
-<p></p><div id="tweet-31035"></div><script>tweet={"url":"https:\/\/twitter.com\/DienhoaT\/status\/1520511289822433281","author_name":"Dien Hoa Truong","author_url":"https:\/\/twitter.com\/DienhoaT","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003E[Machine Learning] Speed up your experiment so that you can try out a lot of ideas and find what works best for your problem. Below ⬇️ is what I have learned during the Kaggle competition with music genre\uD83C\uDFB6:\u003C\/p\u003E&mdash; Dien Hoa Truong (@DienhoaT) \u003Ca href=\"https:\/\/twitter.com\/DienhoaT\/status\/1520511289822433281?ref_src=twsrc%5Etfw\"\u003EApril 30, 2022\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-31035").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-14901"></div><script>tweet={"url":"https:\/\/twitter.com\/DienhoaT\/status\/1520511289822433281","author_name":"Dien Hoa Truong","author_url":"https:\/\/twitter.com\/DienhoaT","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003E[Machine Learning] Speed up your experiment so that you can try out a lot of ideas and find what works best for your problem. Below ⬇️ is what I have learned during the Kaggle competition with music genre\uD83C\uDFB6:\u003C\/p\u003E&mdash; Dien Hoa Truong (@DienhoaT) \u003Ca href=\"https:\/\/twitter.com\/DienhoaT\/status\/1520511289822433281?ref_src=twsrc%5Etfw\"\u003EApril 30, 2022\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-14901").innerHTML = tweet["html"];</script><p></p>
 <p>Thanks for reading :pray:</p>
 
 
diff --git a/posts/2022/2022-07-26-wandbbug.html b/posts/2022/2022-07-26-wandbbug.html
index a9e175a1..480edcbb 100644
--- a/posts/2022/2022-07-26-wandbbug.html
+++ b/posts/2022/2022-07-26-wandbbug.html
@@ -277,9 +277,9 @@ <h1 class="title">A strange bug when using fastai library with Weights &amp; Bia
 <span id="cb3-9"><a href="#cb3-9" aria-hidden="true" tabindex="-1"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 </div>
 <p>Hence I learned this valuable lesson, which fixed my bug in inferencing code for <a href="https://twitter.com/kurianbenoy2/status/1543985447441145856">huggingface spaces which I was creating</a>.</p>
-<p></p><div id="tweet-66960"></div><script>tweet={"url":"https:\/\/twitter.com\/kurianbenoy2\/status\/1543985447441145856","author_name":"Kurian Benoy \uD83D\uDCBB","author_url":"https:\/\/twitter.com\/kurianbenoy2","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003E\u003Ca href=\"https:\/\/twitter.com\/hashtag\/TIL?src=hash&amp;ref_src=twsrc%5Etfw\"\u003E#TIL\u003C\/a\u003E: It’s better to pass callbacks to fine_tune() and fit_one_cycle() method instead of passing directly to the learner object, to avoid unwanted effects when using your models for inference.\u003C\/p\u003E&mdash; Kurian Benoy \uD83D\uDCBB (@kurianbenoy2) \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2\/status\/1543985447441145856?ref_src=twsrc%5Etfw\"\u003EJuly 4, 2022\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-66960").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-13699"></div><script>tweet={"url":"https:\/\/twitter.com\/kurianbenoy2\/status\/1543985447441145856","author_name":"Kurian Benoy \uD83D\uDCBB","author_url":"https:\/\/twitter.com\/kurianbenoy2","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003E\u003Ca href=\"https:\/\/twitter.com\/hashtag\/TIL?src=hash&amp;ref_src=twsrc%5Etfw\"\u003E#TIL\u003C\/a\u003E: It’s better to pass callbacks to fine_tune() and fit_one_cycle() method instead of passing directly to the learner object, to avoid unwanted effects when using your models for inference.\u003C\/p\u003E&mdash; Kurian Benoy \uD83D\uDCBB (@kurianbenoy2) \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2\/status\/1543985447441145856?ref_src=twsrc%5Etfw\"\u003EJuly 4, 2022\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-13699").innerHTML = tweet["html"];</script><p></p>
 <p><a href="https://twitter.com/TheZachMueller">Zach Mueller</a> also confirmed this is the case.</p>
-<p></p><div id="tweet-62713"></div><script>tweet={"url":"https:\/\/twitter.com\/TheZachMueller\/status\/1544297503771746309","author_name":"Zach Mueller","author_url":"https:\/\/twitter.com\/TheZachMueller","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EYup! Unless it&#39;s a callback designed to hang around, you should almost never tie it directly to the Learner\u003C\/p\u003E&mdash; Zach Mueller (@TheZachMueller) \u003Ca href=\"https:\/\/twitter.com\/TheZachMueller\/status\/1544297503771746309?ref_src=twsrc%5Etfw\"\u003EJuly 5, 2022\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-62713").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-33236"></div><script>tweet={"url":"https:\/\/twitter.com\/TheZachMueller\/status\/1544297503771746309","author_name":"Zach Mueller","author_url":"https:\/\/twitter.com\/TheZachMueller","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EYup! Unless it&#39;s a callback designed to hang around, you should almost never tie it directly to the Learner\u003C\/p\u003E&mdash; Zach Mueller (@TheZachMueller) \u003Ca href=\"https:\/\/twitter.com\/TheZachMueller\/status\/1544297503771746309?ref_src=twsrc%5Etfw\"\u003EJuly 5, 2022\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-33236").innerHTML = tweet["html"];</script><p></p>
 
 
 
diff --git a/posts/2023/fossunited/kochi.html b/posts/2023/fossunited/kochi.html
index 5ecd6385..fa87249a 100644
--- a/posts/2023/fossunited/kochi.html
+++ b/posts/2023/fossunited/kochi.html
@@ -233,7 +233,7 @@ <h2 class="anchored" data-anchor-id="photos">Photos</h2>
 <figcaption>This talk is not generated :D</figcaption>
 </figure>
 </div>
-<p></p><div id="tweet-43573"></div><script>tweet={"url":"https:\/\/twitter.com\/FOSSUnitedKochi\/status\/1672490010770014208","author_name":"FOSS United Kochi","author_url":"https:\/\/twitter.com\/FOSSUnitedKochi","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EBack to the talks again with \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E talking about fine-tuning OpenAI Whisper capabilities in his mother-tongue aka Malayalam \uD83E\uDD29 \u003Ca href=\"https:\/\/t.co\/m91FruuzqS\"\u003Epic.twitter.com\/m91FruuzqS\u003C\/a\u003E\u003C\/p\u003E&mdash; FOSS United Kochi (@FOSSUnitedKochi) \u003Ca href=\"https:\/\/twitter.com\/FOSSUnitedKochi\/status\/1672490010770014208?ref_src=twsrc%5Etfw\"\u003EJune 24, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-43573").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-42590"></div><script>tweet={"url":"https:\/\/twitter.com\/FOSSUnitedKochi\/status\/1672490010770014208","author_name":"FOSS United Kochi","author_url":"https:\/\/twitter.com\/FOSSUnitedKochi","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EBack to the talks again with \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E talking about fine-tuning OpenAI Whisper capabilities in his mother-tongue aka Malayalam \uD83E\uDD29 \u003Ca href=\"https:\/\/t.co\/m91FruuzqS\"\u003Epic.twitter.com\/m91FruuzqS\u003C\/a\u003E\u003C\/p\u003E&mdash; FOSS United Kochi (@FOSSUnitedKochi) \u003Ca href=\"https:\/\/twitter.com\/FOSSUnitedKochi\/status\/1672490010770014208?ref_src=twsrc%5Etfw\"\u003EJune 24, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-42590").innerHTML = tweet["html"];</script><p></p>
 
 
 </section>
diff --git a/posts/2023/gpt4/index.html b/posts/2023/gpt4/index.html
index feb73362..8326a187 100644
--- a/posts/2023/gpt4/index.html
+++ b/posts/2023/gpt4/index.html
@@ -220,19 +220,19 @@ <h2 class="anchored" data-anchor-id="how-has-the-ai-landscape-been-going-in-the-
 <p>Personally I have been following ML/AI for the past five years atleast. Last year really was hyped up. Initially there was this releases in DALL-E and it’s open source alternative Craiyon(then named DALLE mini) being viral. During this time so many trending things like Stable Diffusion, Whisper etc came.</p>
 <p>One month back, I started seeing my cousins, parents etc. discussing about ChatGPT and how awesome it is. Some of the application apps like <a href="https://www.roamaround.io">Roamaround.ai</a> build on top of ChatGPT was being used. The final nail was last Sunday, when my grandfather called me to read about ChatGPT article in news.</p>
 <p>I have seen people get hyped up about advances in ML. Yet I have never heard about the new technology being discussed by any of my family member like this. Hamel Hussein put this really well in his tweet about what is different in this wave of ML advances.</p>
-<p></p><div id="tweet-39691"></div><script>tweet={"url":"https:\/\/twitter.com\/HamelHusain\/status\/1636513242041442305","author_name":"Hamel Husain","author_url":"https:\/\/twitter.com\/HamelHusain","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EThis wave of ML advances feels different than all others before it.  Usually, lots of people sleep on it or just pay lip service to ML.  \u003Cbr\u003E\u003Cbr\u003EThis time, people are rushing to ship ML products, and successfully doing so at breakneck speed.\u003C\/p\u003E&mdash; Hamel Husain (@HamelHusain) \u003Ca href=\"https:\/\/twitter.com\/HamelHusain\/status\/1636513242041442305?ref_src=twsrc%5Etfw\"\u003EMarch 16, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-39691").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-80076"></div><script>tweet={"url":"https:\/\/twitter.com\/HamelHusain\/status\/1636513242041442305","author_name":"Hamel Husain","author_url":"https:\/\/twitter.com\/HamelHusain","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EThis wave of ML advances feels different than all others before it.  Usually, lots of people sleep on it or just pay lip service to ML.  \u003Cbr\u003E\u003Cbr\u003EThis time, people are rushing to ship ML products, and successfully doing so at breakneck speed.\u003C\/p\u003E&mdash; Hamel Husain (@HamelHusain) \u003Ca href=\"https:\/\/twitter.com\/HamelHusain\/status\/1636513242041442305?ref_src=twsrc%5Etfw\"\u003EMarch 16, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-80076").innerHTML = tweet["html"];</script><p></p>
 </section>
 <section id="release-of-gpt-4" class="level2">
 <h2 class="anchored" data-anchor-id="release-of-gpt-4">Release of GPT-4</h2>
 <p>The GPT-4 model was released by OpenAI today IST. It’s been a hectic week already TBH, with so many releases already.</p>
-<p></p><div id="tweet-63065"></div><script>tweet={"url":"https:\/\/twitter.com\/iScienceLuvr\/status\/1635747429839671300","author_name":"Tanishq Mathew Abraham, Ph.D.","author_url":"https:\/\/twitter.com\/iScienceLuvr","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"ro\" dir=\"ltr\"\u003EGPT-4 release\u003Cbr\u003EMed-PaLM2 announcement\u003Cbr\u003EPaLM API release\u003Cbr\u003EClaude API release \u003Ca href=\"https:\/\/t.co\/Oef6qw6uhf\"\u003Epic.twitter.com\/Oef6qw6uhf\u003C\/a\u003E\u003C\/p\u003E&mdash; Tanishq Mathew Abraham, Ph.D. (@iScienceLuvr) \u003Ca href=\"https:\/\/twitter.com\/iScienceLuvr\/status\/1635747429839671300?ref_src=twsrc%5Etfw\"\u003EMarch 14, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-63065").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-33045"></div><script>tweet={"url":"https:\/\/twitter.com\/iScienceLuvr\/status\/1635747429839671300","author_name":"Tanishq Mathew Abraham, Ph.D.","author_url":"https:\/\/twitter.com\/iScienceLuvr","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"ro\" dir=\"ltr\"\u003EGPT-4 release\u003Cbr\u003EMed-PaLM2 announcement\u003Cbr\u003EPaLM API release\u003Cbr\u003EClaude API release \u003Ca href=\"https:\/\/t.co\/Oef6qw6uhf\"\u003Epic.twitter.com\/Oef6qw6uhf\u003C\/a\u003E\u003C\/p\u003E&mdash; Tanishq Mathew Abraham, Ph.D. (@iScienceLuvr) \u003Ca href=\"https:\/\/twitter.com\/iScienceLuvr\/status\/1635747429839671300?ref_src=twsrc%5Etfw\"\u003EMarch 14, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-33045").innerHTML = tweet["html"];</script><p></p>
 <p>The initial reaction to this model has been awesome, and lot of people have been reacting about this.</p>
-<p></p><div id="tweet-19609"></div><script>tweet={"url":"https:\/\/twitter.com\/Suhail\/status\/1635704809725767680","author_name":"Suhail","author_url":"https:\/\/twitter.com\/Suhail","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EWe tried GPT-4 internally over the past few months and it is *a lot* better than meets the eye. I encourage folks to try it. World changing technology.\u003C\/p\u003E&mdash; Suhail (@Suhail) \u003Ca href=\"https:\/\/twitter.com\/Suhail\/status\/1635704809725767680?ref_src=twsrc%5Etfw\"\u003EMarch 14, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-19609").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-40650"></div><script>tweet={"url":"https:\/\/twitter.com\/Suhail\/status\/1635704809725767680","author_name":"Suhail","author_url":"https:\/\/twitter.com\/Suhail","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EWe tried GPT-4 internally over the past few months and it is *a lot* better than meets the eye. I encourage folks to try it. World changing technology.\u003C\/p\u003E&mdash; Suhail (@Suhail) \u003Ca href=\"https:\/\/twitter.com\/Suhail\/status\/1635704809725767680?ref_src=twsrc%5Etfw\"\u003EMarch 14, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-40650").innerHTML = tweet["html"];</script><p></p>
 <p>You can read more about this release in below resources:</p>
 <p><a href="https://openai.com/research/gpt-4">Research document</a></p>
 <p><a href="https://openai.com/product/gpt-4">Product details</a></p>
 <p>Check out the summary of what was highlights of GPT-4 and it’s developer livestream in this tweet thread by FSDL.</p>
-<p></p><div id="tweet-14390"></div><script>tweet={"url":"https:\/\/twitter.com\/full_stack_dl\/status\/1635734384463745024","author_name":"The Full Stack","author_url":"https:\/\/twitter.com\/full_stack_dl","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003ELive-tweeting the GPT-4 livestream from OpenAI ⤵️\u003C\/p\u003E&mdash; The Full Stack (@full_stack_dl) \u003Ca href=\"https:\/\/twitter.com\/full_stack_dl\/status\/1635734384463745024?ref_src=twsrc%5Etfw\"\u003EMarch 14, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-14390").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-66208"></div><script>tweet={"url":"https:\/\/twitter.com\/full_stack_dl\/status\/1635734384463745024","author_name":"The Full Stack","author_url":"https:\/\/twitter.com\/full_stack_dl","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003ELive-tweeting the GPT-4 livestream from OpenAI ⤵️\u003C\/p\u003E&mdash; The Full Stack (@full_stack_dl) \u003Ca href=\"https:\/\/twitter.com\/full_stack_dl\/status\/1635734384463745024?ref_src=twsrc%5Etfw\"\u003EMarch 14, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-66208").innerHTML = tweet["html"];</script><p></p>
 </section>
 <section id="how-can-we-try-gpt-4-now" class="level2">
 <h2 class="anchored" data-anchor-id="how-can-we-try-gpt-4-now">How can we try GPT-4 now?</h2>
@@ -251,14 +251,14 @@ <h2 class="anchored" data-anchor-id="is-binggpt-really-using-gpt-4">Is BingGPT r
 <p>Which is heavier, two pounds of brick or one pound of feathers?</p>
 </blockquote>
 <p>GPT-4 seems to give the correct answer at time of writing.</p>
-<p></p><div id="tweet-22442"></div><script>tweet={"url":"https:\/\/twitter.com\/charles_irl\/status\/1635699547023482880","author_name":"Charles \uD83C\uDF89 Frye","author_url":"https:\/\/twitter.com\/charles_irl","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003Egpt-4 passes the &quot;two pounds of bricks&quot; adversarial question without prompt fiddling \u003Ca href=\"https:\/\/t.co\/jRcYzxSr38\"\u003Epic.twitter.com\/jRcYzxSr38\u003C\/a\u003E\u003C\/p\u003E&mdash; Charles \uD83C\uDF89 Frye (@charles_irl) \u003Ca href=\"https:\/\/twitter.com\/charles_irl\/status\/1635699547023482880?ref_src=twsrc%5Etfw\"\u003EMarch 14, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-22442").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-63021"></div><script>tweet={"url":"https:\/\/twitter.com\/charles_irl\/status\/1635699547023482880","author_name":"Charles \uD83C\uDF89 Frye","author_url":"https:\/\/twitter.com\/charles_irl","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003Egpt-4 passes the &quot;two pounds of bricks&quot; adversarial question without prompt fiddling \u003Ca href=\"https:\/\/t.co\/jRcYzxSr38\"\u003Epic.twitter.com\/jRcYzxSr38\u003C\/a\u003E\u003C\/p\u003E&mdash; Charles \uD83C\uDF89 Frye (@charles_irl) \u003Ca href=\"https:\/\/twitter.com\/charles_irl\/status\/1635699547023482880?ref_src=twsrc%5Etfw\"\u003EMarch 14, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-63021").innerHTML = tweet["html"];</script><p></p>
 <p>Bing-GPT seems to give wrong answer.</p>
-<p></p><div id="tweet-31637"></div><script>tweet={"url":"https:\/\/twitter.com\/kurianbenoy2\/status\/1636066002843627523","author_name":"Kurian Benoy \uD83D\uDCBB","author_url":"https:\/\/twitter.com\/kurianbenoy2","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EIs it really GPT-4 though? \u003Ca href=\"https:\/\/t.co\/UZXvapfM6k\"\u003Epic.twitter.com\/UZXvapfM6k\u003C\/a\u003E\u003C\/p\u003E&mdash; Kurian Benoy \uD83D\uDCBB (@kurianbenoy2) \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2\/status\/1636066002843627523?ref_src=twsrc%5Etfw\"\u003EMarch 15, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-31637").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-80826"></div><script>tweet={"url":"https:\/\/twitter.com\/kurianbenoy2\/status\/1636066002843627523","author_name":"Kurian Benoy \uD83D\uDCBB","author_url":"https:\/\/twitter.com\/kurianbenoy2","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EIs it really GPT-4 though? \u003Ca href=\"https:\/\/t.co\/UZXvapfM6k\"\u003Epic.twitter.com\/UZXvapfM6k\u003C\/a\u003E\u003C\/p\u003E&mdash; Kurian Benoy \uD83D\uDCBB (@kurianbenoy2) \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2\/status\/1636066002843627523?ref_src=twsrc%5Etfw\"\u003EMarch 15, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-80826").innerHTML = tweet["html"];</script><p></p>
 <p>Chat-GPT seems to now give correct answer, it was previously giving wrong answer.</p>
-<p></p><div id="tweet-15414"></div><script>tweet={"url":"https:\/\/twitter.com\/1littlecoder\/status\/1636069386699022336","author_name":"1LittleCoder\uD83D\uDCBB","author_url":"https:\/\/twitter.com\/1littlecoder","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EOlder ChatGPt corrected \u003Ca href=\"https:\/\/t.co\/RNXgq5bL8K\"\u003Epic.twitter.com\/RNXgq5bL8K\u003C\/a\u003E\u003C\/p\u003E&mdash; 1LittleCoder\uD83D\uDCBB (@1littlecoder) \u003Ca href=\"https:\/\/twitter.com\/1littlecoder\/status\/1636069386699022336?ref_src=twsrc%5Etfw\"\u003EMarch 15, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-15414").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-83462"></div><script>tweet={"url":"https:\/\/twitter.com\/1littlecoder\/status\/1636069386699022336","author_name":"1LittleCoder\uD83D\uDCBB","author_url":"https:\/\/twitter.com\/1littlecoder","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EOlder ChatGPt corrected \u003Ca href=\"https:\/\/t.co\/RNXgq5bL8K\"\u003Epic.twitter.com\/RNXgq5bL8K\u003C\/a\u003E\u003C\/p\u003E&mdash; 1LittleCoder\uD83D\uDCBB (@1littlecoder) \u003Ca href=\"https:\/\/twitter.com\/1littlecoder\/status\/1636069386699022336?ref_src=twsrc%5Etfw\"\u003EMarch 15, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-83462").innerHTML = tweet["html"];</script><p></p>
 <p>Charles seems to have come with an explaination to this problem, at the time I was writing this article.</p>
 <p><em>“GPT-4” is really a series of models, and the one live in chat now is likely the 0314 checkpoint available via the API. BingChat can’t’ve launched with that checkpoint and likely has branched off in the intervening weeks.”</em></p>
-<p></p><div id="tweet-33507"></div><script>tweet={"url":"https:\/\/twitter.com\/charles_irl\/status\/1636071852593549312","author_name":"Charles \uD83C\uDF89 Frye","author_url":"https:\/\/twitter.com\/charles_irl","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003ENice find! &quot;GPT-4&quot; is really a series of models, and the one live in chat now is likely the 0314 checkpoint available via the API. BingChat can&#39;t&#39;ve launched with that checkpoint and likely has branched off in the intervening weeks.\u003C\/p\u003E&mdash; Charles \uD83C\uDF89 Frye (@charles_irl) \u003Ca href=\"https:\/\/twitter.com\/charles_irl\/status\/1636071852593549312?ref_src=twsrc%5Etfw\"\u003EMarch 15, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-33507").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-34778"></div><script>tweet={"url":"https:\/\/twitter.com\/charles_irl\/status\/1636071852593549312","author_name":"Charles \uD83C\uDF89 Frye","author_url":"https:\/\/twitter.com\/charles_irl","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003ENice find! &quot;GPT-4&quot; is really a series of models, and the one live in chat now is likely the 0314 checkpoint available via the API. BingChat can&#39;t&#39;ve launched with that checkpoint and likely has branched off in the intervening weeks.\u003C\/p\u003E&mdash; Charles \uD83C\uDF89 Frye (@charles_irl) \u003Ca href=\"https:\/\/twitter.com\/charles_irl\/status\/1636071852593549312?ref_src=twsrc%5Etfw\"\u003EMarch 15, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-34778").innerHTML = tweet["html"];</script><p></p>
 
 
 </section>
diff --git a/posts/2023/malayalam_whisper_benchmarking/index.html b/posts/2023/malayalam_whisper_benchmarking/index.html
index 03d5daeb..fafa7915 100644
--- a/posts/2023/malayalam_whisper_benchmarking/index.html
+++ b/posts/2023/malayalam_whisper_benchmarking/index.html
@@ -330,7 +330,7 @@ <h2 class="anchored" data-anchor-id="what-is-fine-tuning">What is fine tuning?</
 </section>
 <section id="fine-tuning-is-still-relevant" class="level2">
 <h2 class="anchored" data-anchor-id="fine-tuning-is-still-relevant">Fine tuning is still relevant</h2>
-<p></p><div id="tweet-77315"></div><script>tweet={"url":"https:\/\/twitter.com\/waydegilliam\/status\/1641228571611123712","author_name":"Wayde Gilliam","author_url":"https:\/\/twitter.com\/waydegilliam","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003E“Fine-tuning is the new training” should sound familiar to any \u003Ca href=\"https:\/\/twitter.com\/fastdotai?ref_src=twsrc%5Etfw\"\u003E@fastdotai\u003C\/a\u003E folks, we’ll, since forever.  Agreed. \u003Ca href=\"https:\/\/t.co\/FuqbSB8fNr\"\u003Ehttps:\/\/t.co\/FuqbSB8fNr\u003C\/a\u003E\u003C\/p\u003E&mdash; Wayde Gilliam (@waydegilliam) \u003Ca href=\"https:\/\/twitter.com\/waydegilliam\/status\/1641228571611123712?ref_src=twsrc%5Etfw\"\u003EMarch 29, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-77315").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-31179"></div><script>tweet={"url":"https:\/\/twitter.com\/waydegilliam\/status\/1641228571611123712","author_name":"Wayde Gilliam","author_url":"https:\/\/twitter.com\/waydegilliam","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003E“Fine-tuning is the new training” should sound familiar to any \u003Ca href=\"https:\/\/twitter.com\/fastdotai?ref_src=twsrc%5Etfw\"\u003E@fastdotai\u003C\/a\u003E folks, we’ll, since forever.  Agreed. \u003Ca href=\"https:\/\/t.co\/FuqbSB8fNr\"\u003Ehttps:\/\/t.co\/FuqbSB8fNr\u003C\/a\u003E\u003C\/p\u003E&mdash; Wayde Gilliam (@waydegilliam) \u003Ca href=\"https:\/\/twitter.com\/waydegilliam\/status\/1641228571611123712?ref_src=twsrc%5Etfw\"\u003EMarch 29, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-31179").innerHTML = tweet["html"];</script><p></p>
 </section>
 <section id="why-try-fine-tuning-in-whisper" class="level2">
 <h2 class="anchored" data-anchor-id="why-try-fine-tuning-in-whisper">Why try fine-tuning in Whisper?</h2>
@@ -439,11 +439,11 @@ <h2 class="anchored" data-anchor-id="i-wanted-to-build-something-new">I wanted t
 </section>
 <section id="section" class="level2">
 <h2 class="anchored" data-anchor-id="section"></h2>
-<p></p><div id="tweet-82496"></div><script>tweet={"url":"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536","author_name":"Kurian Benoy \uD83D\uDCBB","author_url":"https:\/\/twitter.com\/kurianbenoy2","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EI have been working on benchmarking a few Malayalam ASR models. The results have been far better than expected. Check out the results of Malayalam based fine tuned Whisper models performance in Common voice dataset:\u003Ca href=\"https:\/\/t.co\/ajoYq6FBpT\"\u003Ehttps:\/\/t.co\/ajoYq6FBpT\u003C\/a\u003E\u003C\/p\u003E&mdash; Kurian Benoy \uD83D\uDCBB (@kurianbenoy2) \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-82496").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-83447"></div><script>tweet={"url":"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536","author_name":"Kurian Benoy \uD83D\uDCBB","author_url":"https:\/\/twitter.com\/kurianbenoy2","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EI have been working on benchmarking a few Malayalam ASR models. The results have been far better than expected. Check out the results of Malayalam based fine tuned Whisper models performance in Common voice dataset:\u003Ca href=\"https:\/\/t.co\/ajoYq6FBpT\"\u003Ehttps:\/\/t.co\/ajoYq6FBpT\u003C\/a\u003E\u003C\/p\u003E&mdash; Kurian Benoy \uD83D\uDCBB (@kurianbenoy2) \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-83447").innerHTML = tweet["html"];</script><p></p>
 </section>
 <section id="section-1" class="level2">
 <h2 class="anchored" data-anchor-id="section-1"></h2>
-<p></p><div id="tweet-13037"></div><script>tweet={"url":"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372","author_name":"Kavya Manohar (കാവ്യ)","author_url":"https:\/\/twitter.com\/kavya_manohar","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EThere has never been a benchmark for comparing Malayalam ASR models. Thank you \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E \u003Ca href=\"https:\/\/t.co\/Ay84OGzxWn\"\u003Ehttps:\/\/t.co\/Ay84OGzxWn\u003C\/a\u003E\u003C\/p\u003E&mdash; Kavya Manohar (കാവ്യ) (@kavya_manohar) \u003Ca href=\"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-13037").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-67153"></div><script>tweet={"url":"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372","author_name":"Kavya Manohar (കാവ്യ)","author_url":"https:\/\/twitter.com\/kavya_manohar","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EThere has never been a benchmark for comparing Malayalam ASR models. Thank you \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E \u003Ca href=\"https:\/\/t.co\/Ay84OGzxWn\"\u003Ehttps:\/\/t.co\/Ay84OGzxWn\u003C\/a\u003E\u003C\/p\u003E&mdash; Kavya Manohar (കാവ്യ) (@kavya_manohar) \u003Ca href=\"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-67153").innerHTML = tweet["html"];</script><p></p>
 </section>
 <section id="results-on-benchmarking-in-malayalam" class="level2">
 <h2 class="anchored" data-anchor-id="results-on-benchmarking-in-malayalam">Results on Benchmarking in Malayalam</h2>
diff --git a/posts/2023/pycon_india2023_talk/index.html b/posts/2023/pycon_india2023_talk/index.html
index 72d385b8..7e2f0304 100644
--- a/posts/2023/pycon_india2023_talk/index.html
+++ b/posts/2023/pycon_india2023_talk/index.html
@@ -220,9 +220,9 @@ <h2 class="anchored" data-anchor-id="pictures">Pictures</h2>
 </section>
 <section id="tweets" class="level2">
 <h2 class="anchored" data-anchor-id="tweets">Tweets</h2>
-<p></p><div id="tweet-50482"></div><script>tweet={"url":"https:\/\/twitter.com\/pyconindia\/status\/1708369432903553187","author_name":"PyCon India","author_url":"https:\/\/twitter.com\/pyconindia","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EAn engaging talk that left us all spellbound at \u003Ca href=\"https:\/\/twitter.com\/hashtag\/PyConIndia2023?src=hash&amp;ref_src=twsrc%5Etfw\"\u003E#PyConIndia2023\u003C\/a\u003E by our Speaker Kurian Benoy (\u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E) on &quot;OpenAI Whisper and it’s amazing power to do fine-tuning demonstrated in my mother-tongue&quot;. It was an exploration of the thrilling fusion of Python and innovation \uD83D\uDD25 \u003Ca href=\"https:\/\/t.co\/3deZLjJNiw\"\u003Epic.twitter.com\/3deZLjJNiw\u003C\/a\u003E\u003C\/p\u003E&mdash; PyCon India (@pyconindia) \u003Ca href=\"https:\/\/twitter.com\/pyconindia\/status\/1708369432903553187?ref_src=twsrc%5Etfw\"\u003EOctober 1, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-50482").innerHTML = tweet["html"];</script><p></p>
-<p></p><div id="tweet-52164"></div><script>tweet={"url":"https:\/\/twitter.com\/pyconindia\/status\/1714265134917702040","author_name":"PyCon India","author_url":"https:\/\/twitter.com\/pyconindia","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EA massive thank you to all the brilliant speakers of \u003Ca href=\"https:\/\/twitter.com\/hashtag\/PyConIndia2023?src=hash&amp;ref_src=twsrc%5Etfw\"\u003E#PyConIndia2023\u003C\/a\u003E! \uD83C\uDFA4 Your insights, knowledge and passion for Python has truly enriched our event \uD83D\uDE03\u003Ca href=\"https:\/\/twitter.com\/hashtag\/PyConIndia?src=hash&amp;ref_src=twsrc%5Etfw\"\u003E#PyConIndia\u003C\/a\u003E \u003Ca href=\"https:\/\/twitter.com\/hashtag\/PythonForAll?src=hash&amp;ref_src=twsrc%5Etfw\"\u003E#PythonForAll\u003C\/a\u003E \u003Ca href=\"https:\/\/twitter.com\/hashtag\/CodeCollaborateCelebrate?src=hash&amp;ref_src=twsrc%5Etfw\"\u003E#CodeCollaborateCelebrate\u003C\/a\u003E \u003Ca href=\"https:\/\/t.co\/TZSMJBT6Kp\"\u003Epic.twitter.com\/TZSMJBT6Kp\u003C\/a\u003E\u003C\/p\u003E&mdash; PyCon India (@pyconindia) \u003Ca href=\"https:\/\/twitter.com\/pyconindia\/status\/1714265134917702040?ref_src=twsrc%5Etfw\"\u003EOctober 17, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-52164").innerHTML = tweet["html"];</script><p></p>
-<p></p><div id="tweet-52874"></div><script>tweet={"url":"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372","author_name":"Kavya Manohar (കാവ്യ)","author_url":"https:\/\/twitter.com\/kavya_manohar","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EThere has never been a benchmark for comparing Malayalam ASR models. Thank you \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E \u003Ca href=\"https:\/\/t.co\/Ay84OGzxWn\"\u003Ehttps:\/\/t.co\/Ay84OGzxWn\u003C\/a\u003E\u003C\/p\u003E&mdash; Kavya Manohar (കാവ്യ) (@kavya_manohar) \u003Ca href=\"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-52874").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-89241"></div><script>tweet={"url":"https:\/\/twitter.com\/pyconindia\/status\/1708369432903553187","author_name":"PyCon India","author_url":"https:\/\/twitter.com\/pyconindia","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EAn engaging talk that left us all spellbound at \u003Ca href=\"https:\/\/twitter.com\/hashtag\/PyConIndia2023?src=hash&amp;ref_src=twsrc%5Etfw\"\u003E#PyConIndia2023\u003C\/a\u003E by our Speaker Kurian Benoy (\u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E) on &quot;OpenAI Whisper and it’s amazing power to do fine-tuning demonstrated in my mother-tongue&quot;. It was an exploration of the thrilling fusion of Python and innovation \uD83D\uDD25 \u003Ca href=\"https:\/\/t.co\/3deZLjJNiw\"\u003Epic.twitter.com\/3deZLjJNiw\u003C\/a\u003E\u003C\/p\u003E&mdash; PyCon India (@pyconindia) \u003Ca href=\"https:\/\/twitter.com\/pyconindia\/status\/1708369432903553187?ref_src=twsrc%5Etfw\"\u003EOctober 1, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-89241").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-75220"></div><script>tweet={"url":"https:\/\/twitter.com\/pyconindia\/status\/1714265134917702040","author_name":"PyCon India","author_url":"https:\/\/twitter.com\/pyconindia","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EA massive thank you to all the brilliant speakers of \u003Ca href=\"https:\/\/twitter.com\/hashtag\/PyConIndia2023?src=hash&amp;ref_src=twsrc%5Etfw\"\u003E#PyConIndia2023\u003C\/a\u003E! \uD83C\uDFA4 Your insights, knowledge and passion for Python has truly enriched our event \uD83D\uDE03\u003Ca href=\"https:\/\/twitter.com\/hashtag\/PyConIndia?src=hash&amp;ref_src=twsrc%5Etfw\"\u003E#PyConIndia\u003C\/a\u003E \u003Ca href=\"https:\/\/twitter.com\/hashtag\/PythonForAll?src=hash&amp;ref_src=twsrc%5Etfw\"\u003E#PythonForAll\u003C\/a\u003E \u003Ca href=\"https:\/\/twitter.com\/hashtag\/CodeCollaborateCelebrate?src=hash&amp;ref_src=twsrc%5Etfw\"\u003E#CodeCollaborateCelebrate\u003C\/a\u003E \u003Ca href=\"https:\/\/t.co\/TZSMJBT6Kp\"\u003Epic.twitter.com\/TZSMJBT6Kp\u003C\/a\u003E\u003C\/p\u003E&mdash; PyCon India (@pyconindia) \u003Ca href=\"https:\/\/twitter.com\/pyconindia\/status\/1714265134917702040?ref_src=twsrc%5Etfw\"\u003EOctober 17, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-75220").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-30959"></div><script>tweet={"url":"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372","author_name":"Kavya Manohar (കാവ്യ)","author_url":"https:\/\/twitter.com\/kavya_manohar","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EThere has never been a benchmark for comparing Malayalam ASR models. Thank you \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E \u003Ca href=\"https:\/\/t.co\/Ay84OGzxWn\"\u003Ehttps:\/\/t.co\/Ay84OGzxWn\u003C\/a\u003E\u003C\/p\u003E&mdash; Kavya Manohar (കാവ്യ) (@kavya_manohar) \u003Ca href=\"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-30959").innerHTML = tweet["html"];</script><p></p>
 
 
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 <section id="section-2" class="slide level2">
 <h2></h2>
-<p></p><div id="tweet-61666"></div><script>tweet={"url":"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536","author_name":"Kurian Benoy \uD83D\uDCBB","author_url":"https:\/\/twitter.com\/kurianbenoy2","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EI have been working on benchmarking a few Malayalam ASR models. The results have been far better than expected. Check out the results of Malayalam based fine tuned Whisper models performance in Common voice dataset:\u003Ca href=\"https:\/\/t.co\/ajoYq6FBpT\"\u003Ehttps:\/\/t.co\/ajoYq6FBpT\u003C\/a\u003E\u003C\/p\u003E&mdash; Kurian Benoy \uD83D\uDCBB (@kurianbenoy2) \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-61666").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-10575"></div><script>tweet={"url":"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536","author_name":"Kurian Benoy \uD83D\uDCBB","author_url":"https:\/\/twitter.com\/kurianbenoy2","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EI have been working on benchmarking a few Malayalam ASR models. The results have been far better than expected. Check out the results of Malayalam based fine tuned Whisper models performance in Common voice dataset:\u003Ca href=\"https:\/\/t.co\/ajoYq6FBpT\"\u003Ehttps:\/\/t.co\/ajoYq6FBpT\u003C\/a\u003E\u003C\/p\u003E&mdash; Kurian Benoy \uD83D\uDCBB (@kurianbenoy2) \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-10575").innerHTML = tweet["html"];</script><p></p>
 </section>
 <section id="section-3" class="slide level2">
 <h2></h2>
-<p></p><div id="tweet-43864"></div><script>tweet={"url":"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372","author_name":"Kavya Manohar (കാവ്യ)","author_url":"https:\/\/twitter.com\/kavya_manohar","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EThere has never been a benchmark for comparing Malayalam ASR models. Thank you \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E \u003Ca href=\"https:\/\/t.co\/Ay84OGzxWn\"\u003Ehttps:\/\/t.co\/Ay84OGzxWn\u003C\/a\u003E\u003C\/p\u003E&mdash; Kavya Manohar (കാവ്യ) (@kavya_manohar) \u003Ca href=\"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-43864").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-28581"></div><script>tweet={"url":"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372","author_name":"Kavya Manohar (കാവ്യ)","author_url":"https:\/\/twitter.com\/kavya_manohar","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EThere has never been a benchmark for comparing Malayalam ASR models. Thank you \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E \u003Ca href=\"https:\/\/t.co\/Ay84OGzxWn\"\u003Ehttps:\/\/t.co\/Ay84OGzxWn\u003C\/a\u003E\u003C\/p\u003E&mdash; Kavya Manohar (കാവ്യ) (@kavya_manohar) \u003Ca href=\"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-28581").innerHTML = tweet["html"];</script><p></p>
 </section>
 <section id="benchmarked-models" class="slide level2">
 <h2>Benchmarked models</h2>
diff --git a/talks/foss-united/kochi.html b/talks/foss-united/kochi.html
index 51504567..66863103 100644
--- a/talks/foss-united/kochi.html
+++ b/talks/foss-united/kochi.html
@@ -559,7 +559,7 @@ <h2>What is fine tuning?</h2>
 <img data-src="../fossasia2023/fine_tune.png" width="300" class="r-stretch quarto-figure-center"><p class="caption">Picture from <a href="course.fast.ai/">fast.lesson</a> covering steps in finetuning a text classifier model</p></section>
 <section id="fine-tuning-is-still-relevant" class="slide level2">
 <h2>Fine tuning is still relevant</h2>
-<p></p><div id="tweet-12116"></div><script>tweet={"url":"https:\/\/twitter.com\/waydegilliam\/status\/1641228571611123712","author_name":"Wayde Gilliam","author_url":"https:\/\/twitter.com\/waydegilliam","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003E“Fine-tuning is the new training” should sound familiar to any \u003Ca href=\"https:\/\/twitter.com\/fastdotai?ref_src=twsrc%5Etfw\"\u003E@fastdotai\u003C\/a\u003E folks, we’ll, since forever.  Agreed. \u003Ca href=\"https:\/\/t.co\/FuqbSB8fNr\"\u003Ehttps:\/\/t.co\/FuqbSB8fNr\u003C\/a\u003E\u003C\/p\u003E&mdash; Wayde Gilliam (@waydegilliam) \u003Ca href=\"https:\/\/twitter.com\/waydegilliam\/status\/1641228571611123712?ref_src=twsrc%5Etfw\"\u003EMarch 29, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-12116").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-20077"></div><script>tweet={"url":"https:\/\/twitter.com\/waydegilliam\/status\/1641228571611123712","author_name":"Wayde Gilliam","author_url":"https:\/\/twitter.com\/waydegilliam","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003E“Fine-tuning is the new training” should sound familiar to any \u003Ca href=\"https:\/\/twitter.com\/fastdotai?ref_src=twsrc%5Etfw\"\u003E@fastdotai\u003C\/a\u003E folks, we’ll, since forever.  Agreed. \u003Ca href=\"https:\/\/t.co\/FuqbSB8fNr\"\u003Ehttps:\/\/t.co\/FuqbSB8fNr\u003C\/a\u003E\u003C\/p\u003E&mdash; Wayde Gilliam (@waydegilliam) \u003Ca href=\"https:\/\/twitter.com\/waydegilliam\/status\/1641228571611123712?ref_src=twsrc%5Etfw\"\u003EMarch 29, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-20077").innerHTML = tweet["html"];</script><p></p>
 </section>
 <section id="what-are-steps-for-fine-tuning-whisper" class="slide level2">
 <h2>What are steps for fine-tuning Whisper?</h2>
@@ -846,11 +846,11 @@ <h2>CER in Common Voice dataset</h2>
 <img data-src="../iiit-kottayam-summit/cv_cer.png" class="r-stretch quarto-figure-center"><p class="caption">Character Error Rate in Common Voice-9 test split</p></section>
 <section id="section" class="slide level2">
 <h2></h2>
-<p></p><div id="tweet-59285"></div><script>tweet={"url":"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536","author_name":"Kurian Benoy \uD83D\uDCBB","author_url":"https:\/\/twitter.com\/kurianbenoy2","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EI have been working on benchmarking a few Malayalam ASR models. The results have been far better than expected. Check out the results of Malayalam based fine tuned Whisper models performance in Common voice dataset:\u003Ca href=\"https:\/\/t.co\/ajoYq6FBpT\"\u003Ehttps:\/\/t.co\/ajoYq6FBpT\u003C\/a\u003E\u003C\/p\u003E&mdash; Kurian Benoy \uD83D\uDCBB (@kurianbenoy2) \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-59285").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-72966"></div><script>tweet={"url":"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536","author_name":"Kurian Benoy \uD83D\uDCBB","author_url":"https:\/\/twitter.com\/kurianbenoy2","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EI have been working on benchmarking a few Malayalam ASR models. The results have been far better than expected. Check out the results of Malayalam based fine tuned Whisper models performance in Common voice dataset:\u003Ca href=\"https:\/\/t.co\/ajoYq6FBpT\"\u003Ehttps:\/\/t.co\/ajoYq6FBpT\u003C\/a\u003E\u003C\/p\u003E&mdash; Kurian Benoy \uD83D\uDCBB (@kurianbenoy2) \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-72966").innerHTML = tweet["html"];</script><p></p>
 </section>
 <section id="section-1" class="slide level2">
 <h2></h2>
-<p></p><div id="tweet-47524"></div><script>tweet={"url":"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372","author_name":"Kavya Manohar (കാവ്യ)","author_url":"https:\/\/twitter.com\/kavya_manohar","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EThere has never been a benchmark for comparing Malayalam ASR models. Thank you \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E \u003Ca href=\"https:\/\/t.co\/Ay84OGzxWn\"\u003Ehttps:\/\/t.co\/Ay84OGzxWn\u003C\/a\u003E\u003C\/p\u003E&mdash; Kavya Manohar (കാവ്യ) (@kavya_manohar) \u003Ca href=\"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-47524").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-29685"></div><script>tweet={"url":"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372","author_name":"Kavya Manohar (കാവ്യ)","author_url":"https:\/\/twitter.com\/kavya_manohar","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EThere has never been a benchmark for comparing Malayalam ASR models. Thank you \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E \u003Ca href=\"https:\/\/t.co\/Ay84OGzxWn\"\u003Ehttps:\/\/t.co\/Ay84OGzxWn\u003C\/a\u003E\u003C\/p\u003E&mdash; Kavya Manohar (കാവ്യ) (@kavya_manohar) \u003Ca href=\"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-29685").innerHTML = tweet["html"];</script><p></p>
 </section>
 <section id="results-on-benechmarking-in-malayalam-speech-corpus-dataset" class="slide level2">
 <h2>Results on benechmarking in Malayalam Speech Corpus dataset</h2>
diff --git a/talks/fossasia2023.html b/talks/fossasia2023.html
index 1e8e065c..953baff5 100644
--- a/talks/fossasia2023.html
+++ b/talks/fossasia2023.html
@@ -509,7 +509,7 @@ <h2>What is fine tuning?</h2>
 <img data-src="https://raw.githubusercontent.com/fastai/fastbook/823b69e00aa1e1c1a45fe88bd346f11e8f89c1ff/images/att_00027.png" width="300" class="r-stretch quarto-figure-center"><p class="caption">Picture from <a href="course.fast.ai/">fast.lesson</a> covering steps in finetuning a text classifier model</p></section>
 <section id="fine-tuning-is-still-relevant" class="slide level2">
 <h2>Fine tuning is still relevant</h2>
-<p></p><div id="tweet-69589"></div><script>tweet={"url":"https:\/\/twitter.com\/waydegilliam\/status\/1641228571611123712","author_name":"Wayde Gilliam","author_url":"https:\/\/twitter.com\/waydegilliam","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003E“Fine-tuning is the new training” should sound familiar to any \u003Ca href=\"https:\/\/twitter.com\/fastdotai?ref_src=twsrc%5Etfw\"\u003E@fastdotai\u003C\/a\u003E folks, we’ll, since forever.  Agreed. \u003Ca href=\"https:\/\/t.co\/FuqbSB8fNr\"\u003Ehttps:\/\/t.co\/FuqbSB8fNr\u003C\/a\u003E\u003C\/p\u003E&mdash; Wayde Gilliam (@waydegilliam) \u003Ca href=\"https:\/\/twitter.com\/waydegilliam\/status\/1641228571611123712?ref_src=twsrc%5Etfw\"\u003EMarch 29, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-69589").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-53622"></div><script>tweet={"url":"https:\/\/twitter.com\/waydegilliam\/status\/1641228571611123712","author_name":"Wayde Gilliam","author_url":"https:\/\/twitter.com\/waydegilliam","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003E“Fine-tuning is the new training” should sound familiar to any \u003Ca href=\"https:\/\/twitter.com\/fastdotai?ref_src=twsrc%5Etfw\"\u003E@fastdotai\u003C\/a\u003E folks, we’ll, since forever.  Agreed. \u003Ca href=\"https:\/\/t.co\/FuqbSB8fNr\"\u003Ehttps:\/\/t.co\/FuqbSB8fNr\u003C\/a\u003E\u003C\/p\u003E&mdash; Wayde Gilliam (@waydegilliam) \u003Ca href=\"https:\/\/twitter.com\/waydegilliam\/status\/1641228571611123712?ref_src=twsrc%5Etfw\"\u003EMarch 29, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-53622").innerHTML = tweet["html"];</script><p></p>
 </section>
 <section id="why-try-fine-tuning-in-whisper" class="slide level2">
 <h2>Why try fine-tuning in Whisper?</h2>
@@ -593,11 +593,11 @@ <h2>I wanted to build something new</h2>
 <img data-src="fossasia2023/adventure_talk.jpg" class="r-stretch quarto-figure-center"><p class="caption">Time for a new adventure</p></section>
 <section id="section" class="slide level2">
 <h2></h2>
-<p></p><div id="tweet-69238"></div><script>tweet={"url":"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536","author_name":"Kurian Benoy \uD83D\uDCBB","author_url":"https:\/\/twitter.com\/kurianbenoy2","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EI have been working on benchmarking a few Malayalam ASR models. The results have been far better than expected. Check out the results of Malayalam based fine tuned Whisper models performance in Common voice dataset:\u003Ca href=\"https:\/\/t.co\/ajoYq6FBpT\"\u003Ehttps:\/\/t.co\/ajoYq6FBpT\u003C\/a\u003E\u003C\/p\u003E&mdash; Kurian Benoy \uD83D\uDCBB (@kurianbenoy2) \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-69238").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-99284"></div><script>tweet={"url":"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536","author_name":"Kurian Benoy \uD83D\uDCBB","author_url":"https:\/\/twitter.com\/kurianbenoy2","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EI have been working on benchmarking a few Malayalam ASR models. The results have been far better than expected. Check out the results of Malayalam based fine tuned Whisper models performance in Common voice dataset:\u003Ca href=\"https:\/\/t.co\/ajoYq6FBpT\"\u003Ehttps:\/\/t.co\/ajoYq6FBpT\u003C\/a\u003E\u003C\/p\u003E&mdash; Kurian Benoy \uD83D\uDCBB (@kurianbenoy2) \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-99284").innerHTML = tweet["html"];</script><p></p>
 </section>
 <section id="section-1" class="slide level2">
 <h2></h2>
-<p></p><div id="tweet-14697"></div><script>tweet={"url":"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372","author_name":"Kavya Manohar (കാവ്യ)","author_url":"https:\/\/twitter.com\/kavya_manohar","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EThere has never been a benchmark for comparing Malayalam ASR models. Thank you \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E \u003Ca href=\"https:\/\/t.co\/Ay84OGzxWn\"\u003Ehttps:\/\/t.co\/Ay84OGzxWn\u003C\/a\u003E\u003C\/p\u003E&mdash; Kavya Manohar (കാവ്യ) (@kavya_manohar) \u003Ca href=\"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-14697").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-93288"></div><script>tweet={"url":"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372","author_name":"Kavya Manohar (കാവ്യ)","author_url":"https:\/\/twitter.com\/kavya_manohar","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EThere has never been a benchmark for comparing Malayalam ASR models. Thank you \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E \u003Ca href=\"https:\/\/t.co\/Ay84OGzxWn\"\u003Ehttps:\/\/t.co\/Ay84OGzxWn\u003C\/a\u003E\u003C\/p\u003E&mdash; Kavya Manohar (കാവ്യ) (@kavya_manohar) \u003Ca href=\"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-93288").innerHTML = tweet["html"];</script><p></p>
 </section>
 <section id="results-on-benchmarking-in-malayalam" class="slide level2">
 <h2>Results on Benchmarking in Malayalam</h2>
diff --git a/talks/iiit-kottayam-summit/index.html b/talks/iiit-kottayam-summit/index.html
index 8b25fe14..64f329c0 100644
--- a/talks/iiit-kottayam-summit/index.html
+++ b/talks/iiit-kottayam-summit/index.html
@@ -478,11 +478,11 @@ <h2>CER in Common Voice dataset</h2>
 <img data-src="cv_cer.png" class="r-stretch quarto-figure-center"><p class="caption">Character Error Rate in Common Voice-9 test split</p></section>
 <section id="section" class="slide level2">
 <h2></h2>
-<p></p><div id="tweet-53561"></div><script>tweet={"url":"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536","author_name":"Kurian Benoy \uD83D\uDCBB","author_url":"https:\/\/twitter.com\/kurianbenoy2","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EI have been working on benchmarking a few Malayalam ASR models. The results have been far better than expected. Check out the results of Malayalam based fine tuned Whisper models performance in Common voice dataset:\u003Ca href=\"https:\/\/t.co\/ajoYq6FBpT\"\u003Ehttps:\/\/t.co\/ajoYq6FBpT\u003C\/a\u003E\u003C\/p\u003E&mdash; Kurian Benoy \uD83D\uDCBB (@kurianbenoy2) \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-53561").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-53725"></div><script>tweet={"url":"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536","author_name":"Kurian Benoy \uD83D\uDCBB","author_url":"https:\/\/twitter.com\/kurianbenoy2","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EI have been working on benchmarking a few Malayalam ASR models. The results have been far better than expected. Check out the results of Malayalam based fine tuned Whisper models performance in Common voice dataset:\u003Ca href=\"https:\/\/t.co\/ajoYq6FBpT\"\u003Ehttps:\/\/t.co\/ajoYq6FBpT\u003C\/a\u003E\u003C\/p\u003E&mdash; Kurian Benoy \uD83D\uDCBB (@kurianbenoy2) \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-53725").innerHTML = tweet["html"];</script><p></p>
 </section>
 <section id="section-1" class="slide level2">
 <h2></h2>
-<p></p><div id="tweet-97033"></div><script>tweet={"url":"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372","author_name":"Kavya Manohar (കാവ്യ)","author_url":"https:\/\/twitter.com\/kavya_manohar","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EThere has never been a benchmark for comparing Malayalam ASR models. Thank you \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E \u003Ca href=\"https:\/\/t.co\/Ay84OGzxWn\"\u003Ehttps:\/\/t.co\/Ay84OGzxWn\u003C\/a\u003E\u003C\/p\u003E&mdash; Kavya Manohar (കാവ്യ) (@kavya_manohar) \u003Ca href=\"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-97033").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-46485"></div><script>tweet={"url":"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372","author_name":"Kavya Manohar (കാവ്യ)","author_url":"https:\/\/twitter.com\/kavya_manohar","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EThere has never been a benchmark for comparing Malayalam ASR models. Thank you \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E \u003Ca href=\"https:\/\/t.co\/Ay84OGzxWn\"\u003Ehttps:\/\/t.co\/Ay84OGzxWn\u003C\/a\u003E\u003C\/p\u003E&mdash; Kavya Manohar (കാവ്യ) (@kavya_manohar) \u003Ca href=\"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-46485").innerHTML = tweet["html"];</script><p></p>
 </section>
 <section id="results-on-benechmarking-in-malayalam-speech-corpus-dataset" class="slide level2">
 <h2>Results on benechmarking in Malayalam Speech Corpus dataset</h2>
diff --git a/talks/mec/debutsav.html b/talks/mec/debutsav.html
index 4f5f761f..e250df3d 100644
--- a/talks/mec/debutsav.html
+++ b/talks/mec/debutsav.html
@@ -606,7 +606,7 @@ <h2>What is fine tuning?</h2>
 <img data-src="https://raw.githubusercontent.com/fastai/fastbook/823b69e00aa1e1c1a45fe88bd346f11e8f89c1ff/images/att_00027.png" width="300" class="r-stretch quarto-figure-center"><p class="caption">Picture from <a href="course.fast.ai/">fast.lesson</a> covering steps in finetuning a text classifier model</p></section>
 <section id="fine-tuning-is-still-relevant" class="slide level2">
 <h2>Fine tuning is still relevant</h2>
-<p></p><div id="tweet-80954"></div><script>tweet={"url":"https:\/\/twitter.com\/waydegilliam\/status\/1641228571611123712","author_name":"Wayde Gilliam","author_url":"https:\/\/twitter.com\/waydegilliam","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003E“Fine-tuning is the new training” should sound familiar to any \u003Ca href=\"https:\/\/twitter.com\/fastdotai?ref_src=twsrc%5Etfw\"\u003E@fastdotai\u003C\/a\u003E folks, we’ll, since forever.  Agreed. \u003Ca href=\"https:\/\/t.co\/FuqbSB8fNr\"\u003Ehttps:\/\/t.co\/FuqbSB8fNr\u003C\/a\u003E\u003C\/p\u003E&mdash; Wayde Gilliam (@waydegilliam) \u003Ca href=\"https:\/\/twitter.com\/waydegilliam\/status\/1641228571611123712?ref_src=twsrc%5Etfw\"\u003EMarch 29, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-80954").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-61075"></div><script>tweet={"url":"https:\/\/twitter.com\/waydegilliam\/status\/1641228571611123712","author_name":"Wayde Gilliam","author_url":"https:\/\/twitter.com\/waydegilliam","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003E“Fine-tuning is the new training” should sound familiar to any \u003Ca href=\"https:\/\/twitter.com\/fastdotai?ref_src=twsrc%5Etfw\"\u003E@fastdotai\u003C\/a\u003E folks, we’ll, since forever.  Agreed. \u003Ca href=\"https:\/\/t.co\/FuqbSB8fNr\"\u003Ehttps:\/\/t.co\/FuqbSB8fNr\u003C\/a\u003E\u003C\/p\u003E&mdash; Wayde Gilliam (@waydegilliam) \u003Ca href=\"https:\/\/twitter.com\/waydegilliam\/status\/1641228571611123712?ref_src=twsrc%5Etfw\"\u003EMarch 29, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-61075").innerHTML = tweet["html"];</script><p></p>
 </section>
 <section id="what-are-steps-for-fine-tuning-whisper" class="slide level2">
 <h2>What are steps for fine-tuning Whisper?</h2>
@@ -739,11 +739,11 @@ <h2>CER in Common Voice dataset</h2>
 <img data-src="../iiit-kottayam-summit/cv_cer.png" class="r-stretch quarto-figure-center"><p class="caption">Character Error Rate in Common Voice-9 test split</p></section>
 <section id="section-2" class="slide level2">
 <h2></h2>
-<p></p><div id="tweet-34914"></div><script>tweet={"url":"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536","author_name":"Kurian Benoy \uD83D\uDCBB","author_url":"https:\/\/twitter.com\/kurianbenoy2","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EI have been working on benchmarking a few Malayalam ASR models. The results have been far better than expected. Check out the results of Malayalam based fine tuned Whisper models performance in Common voice dataset:\u003Ca href=\"https:\/\/t.co\/ajoYq6FBpT\"\u003Ehttps:\/\/t.co\/ajoYq6FBpT\u003C\/a\u003E\u003C\/p\u003E&mdash; Kurian Benoy \uD83D\uDCBB (@kurianbenoy2) \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-34914").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-37514"></div><script>tweet={"url":"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536","author_name":"Kurian Benoy \uD83D\uDCBB","author_url":"https:\/\/twitter.com\/kurianbenoy2","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EI have been working on benchmarking a few Malayalam ASR models. The results have been far better than expected. Check out the results of Malayalam based fine tuned Whisper models performance in Common voice dataset:\u003Ca href=\"https:\/\/t.co\/ajoYq6FBpT\"\u003Ehttps:\/\/t.co\/ajoYq6FBpT\u003C\/a\u003E\u003C\/p\u003E&mdash; Kurian Benoy \uD83D\uDCBB (@kurianbenoy2) \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-37514").innerHTML = tweet["html"];</script><p></p>
 </section>
 <section id="section-3" class="slide level2">
 <h2></h2>
-<p></p><div id="tweet-48830"></div><script>tweet={"url":"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372","author_name":"Kavya Manohar (കാവ്യ)","author_url":"https:\/\/twitter.com\/kavya_manohar","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EThere has never been a benchmark for comparing Malayalam ASR models. Thank you \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E \u003Ca href=\"https:\/\/t.co\/Ay84OGzxWn\"\u003Ehttps:\/\/t.co\/Ay84OGzxWn\u003C\/a\u003E\u003C\/p\u003E&mdash; Kavya Manohar (കാവ്യ) (@kavya_manohar) \u003Ca href=\"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-48830").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-87839"></div><script>tweet={"url":"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372","author_name":"Kavya Manohar (കാവ്യ)","author_url":"https:\/\/twitter.com\/kavya_manohar","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EThere has never been a benchmark for comparing Malayalam ASR models. Thank you \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E \u003Ca href=\"https:\/\/t.co\/Ay84OGzxWn\"\u003Ehttps:\/\/t.co\/Ay84OGzxWn\u003C\/a\u003E\u003C\/p\u003E&mdash; Kavya Manohar (കാവ്യ) (@kavya_manohar) \u003Ca href=\"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-87839").innerHTML = tweet["html"];</script><p></p>
 </section>
 <section id="results-on-benechmarking-in-malayalam-speech-corpus-dataset" class="slide level2">
 <h2>Results on benechmarking in Malayalam Speech Corpus dataset</h2>
@@ -887,11 +887,11 @@ <h2>🤗 spaces</h2>
 <img data-src="../delft-fastai/pallakku.png" class="r-stretch"></section>
 <section id="trying-gpt-in-malayalam" class="slide level2">
 <h2>Trying GPT in Malayalam</h2>
-<p></p><div id="tweet-39533"></div><script>tweet={"url":"https:\/\/twitter.com\/charles_irl\/status\/1667568990322044928","author_name":"Charles \uD83C\uDF89 Frye","author_url":"https:\/\/twitter.com\/charles_irl","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003Edelighted to see the \u003Ca href=\"https:\/\/twitter.com\/full_stack_dl?ref_src=twsrc%5Etfw\"\u003E@full_stack_dl\u003C\/a\u003E Discord LLM chatbot correctly answering questions about \u003Ca href=\"https:\/\/twitter.com\/Gradio?ref_src=twsrc%5Etfw\"\u003E@Gradio\u003C\/a\u003E in Swahili while I am asleep \u003Ca href=\"https:\/\/t.co\/nLXCV7dyDX\"\u003Epic.twitter.com\/nLXCV7dyDX\u003C\/a\u003E\u003C\/p\u003E&mdash; Charles \uD83C\uDF89 Frye (@charles_irl) \u003Ca href=\"https:\/\/twitter.com\/charles_irl\/status\/1667568990322044928?ref_src=twsrc%5Etfw\"\u003EJune 10, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-39533").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-97278"></div><script>tweet={"url":"https:\/\/twitter.com\/charles_irl\/status\/1667568990322044928","author_name":"Charles \uD83C\uDF89 Frye","author_url":"https:\/\/twitter.com\/charles_irl","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003Edelighted to see the \u003Ca href=\"https:\/\/twitter.com\/full_stack_dl?ref_src=twsrc%5Etfw\"\u003E@full_stack_dl\u003C\/a\u003E Discord LLM chatbot correctly answering questions about \u003Ca href=\"https:\/\/twitter.com\/Gradio?ref_src=twsrc%5Etfw\"\u003E@Gradio\u003C\/a\u003E in Swahili while I am asleep \u003Ca href=\"https:\/\/t.co\/nLXCV7dyDX\"\u003Epic.twitter.com\/nLXCV7dyDX\u003C\/a\u003E\u003C\/p\u003E&mdash; Charles \uD83C\uDF89 Frye (@charles_irl) \u003Ca href=\"https:\/\/twitter.com\/charles_irl\/status\/1667568990322044928?ref_src=twsrc%5Etfw\"\u003EJune 10, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-97278").innerHTML = tweet["html"];</script><p></p>
 </section>
 <section id="trying-gpt-in-malayalam-1" class="slide level2">
 <h2>Trying GPT in Malayalam</h2>
-<p></p><div id="tweet-50722"></div><script>tweet={"url":"https:\/\/twitter.com\/charles_irl\/status\/1667769100817539073","author_name":"Charles \uD83C\uDF89 Frye","author_url":"https:\/\/twitter.com\/charles_irl","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003Eദയവായി ചെയ്യൂ! GPT-4 knows some Malayalam.\u003C\/p\u003E&mdash; Charles \uD83C\uDF89 Frye (@charles_irl) \u003Ca href=\"https:\/\/twitter.com\/charles_irl\/status\/1667769100817539073?ref_src=twsrc%5Etfw\"\u003EJune 11, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-50722").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-22372"></div><script>tweet={"url":"https:\/\/twitter.com\/charles_irl\/status\/1667769100817539073","author_name":"Charles \uD83C\uDF89 Frye","author_url":"https:\/\/twitter.com\/charles_irl","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003Eദയവായി ചെയ്യൂ! GPT-4 knows some Malayalam.\u003C\/p\u003E&mdash; Charles \uD83C\uDF89 Frye (@charles_irl) \u003Ca href=\"https:\/\/twitter.com\/charles_irl\/status\/1667769100817539073?ref_src=twsrc%5Etfw\"\u003EJune 11, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-22372").innerHTML = tweet["html"];</script><p></p>
 </section>
 <section id="asking-questions-in-malayalam-to-gpt-4" class="slide level2">
 <h2>Asking Questions in Malayalam to GPT-4</h2>
diff --git a/talks/proposals/pyconind.html b/talks/proposals/pyconind.html
index c2c1b433..cb4241e7 100644
--- a/talks/proposals/pyconind.html
+++ b/talks/proposals/pyconind.html
@@ -562,7 +562,7 @@ <h2>What is fine tuning?</h2>
 <img data-src="../fossasia2023/fine_tune.png" width="300" class="r-stretch quarto-figure-center"><p class="caption">Picture from <a href="course.fast.ai/">fast.lesson</a> covering steps in finetuning a text classifier model</p></section>
 <section id="fine-tuning-is-still-relevant" class="slide level2">
 <h2>Fine tuning is still relevant</h2>
-<p></p><div id="tweet-88515"></div><script>tweet={"url":"https:\/\/twitter.com\/waydegilliam\/status\/1641228571611123712","author_name":"Wayde Gilliam","author_url":"https:\/\/twitter.com\/waydegilliam","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003E“Fine-tuning is the new training” should sound familiar to any \u003Ca href=\"https:\/\/twitter.com\/fastdotai?ref_src=twsrc%5Etfw\"\u003E@fastdotai\u003C\/a\u003E folks, we’ll, since forever.  Agreed. \u003Ca href=\"https:\/\/t.co\/FuqbSB8fNr\"\u003Ehttps:\/\/t.co\/FuqbSB8fNr\u003C\/a\u003E\u003C\/p\u003E&mdash; Wayde Gilliam (@waydegilliam) \u003Ca href=\"https:\/\/twitter.com\/waydegilliam\/status\/1641228571611123712?ref_src=twsrc%5Etfw\"\u003EMarch 29, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-88515").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-94234"></div><script>tweet={"url":"https:\/\/twitter.com\/waydegilliam\/status\/1641228571611123712","author_name":"Wayde Gilliam","author_url":"https:\/\/twitter.com\/waydegilliam","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003E“Fine-tuning is the new training” should sound familiar to any \u003Ca href=\"https:\/\/twitter.com\/fastdotai?ref_src=twsrc%5Etfw\"\u003E@fastdotai\u003C\/a\u003E folks, we’ll, since forever.  Agreed. \u003Ca href=\"https:\/\/t.co\/FuqbSB8fNr\"\u003Ehttps:\/\/t.co\/FuqbSB8fNr\u003C\/a\u003E\u003C\/p\u003E&mdash; Wayde Gilliam (@waydegilliam) \u003Ca href=\"https:\/\/twitter.com\/waydegilliam\/status\/1641228571611123712?ref_src=twsrc%5Etfw\"\u003EMarch 29, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-94234").innerHTML = tweet["html"];</script><p></p>
 </section>
 <section id="what-are-steps-for-fine-tuning-whisper" class="slide level2">
 <h2>What are steps for fine-tuning Whisper?</h2>
@@ -849,11 +849,11 @@ <h2>CER in Common Voice dataset</h2>
 <img data-src="../iiit-kottayam-summit/cv_cer.png" class="r-stretch quarto-figure-center"><p class="caption">Character Error Rate in Common Voice-9 test split</p></section>
 <section id="section" class="slide level2">
 <h2></h2>
-<p></p><div id="tweet-84831"></div><script>tweet={"url":"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536","author_name":"Kurian Benoy \uD83D\uDCBB","author_url":"https:\/\/twitter.com\/kurianbenoy2","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EI have been working on benchmarking a few Malayalam ASR models. The results have been far better than expected. Check out the results of Malayalam based fine tuned Whisper models performance in Common voice dataset:\u003Ca href=\"https:\/\/t.co\/ajoYq6FBpT\"\u003Ehttps:\/\/t.co\/ajoYq6FBpT\u003C\/a\u003E\u003C\/p\u003E&mdash; Kurian Benoy \uD83D\uDCBB (@kurianbenoy2) \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-84831").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-54999"></div><script>tweet={"url":"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536","author_name":"Kurian Benoy \uD83D\uDCBB","author_url":"https:\/\/twitter.com\/kurianbenoy2","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EI have been working on benchmarking a few Malayalam ASR models. The results have been far better than expected. Check out the results of Malayalam based fine tuned Whisper models performance in Common voice dataset:\u003Ca href=\"https:\/\/t.co\/ajoYq6FBpT\"\u003Ehttps:\/\/t.co\/ajoYq6FBpT\u003C\/a\u003E\u003C\/p\u003E&mdash; Kurian Benoy \uD83D\uDCBB (@kurianbenoy2) \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-54999").innerHTML = tweet["html"];</script><p></p>
 </section>
 <section id="section-1" class="slide level2">
 <h2></h2>
-<p></p><div id="tweet-46994"></div><script>tweet={"url":"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372","author_name":"Kavya Manohar (കാവ്യ)","author_url":"https:\/\/twitter.com\/kavya_manohar","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EThere has never been a benchmark for comparing Malayalam ASR models. Thank you \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E \u003Ca href=\"https:\/\/t.co\/Ay84OGzxWn\"\u003Ehttps:\/\/t.co\/Ay84OGzxWn\u003C\/a\u003E\u003C\/p\u003E&mdash; Kavya Manohar (കാവ്യ) (@kavya_manohar) \u003Ca href=\"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-46994").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-53627"></div><script>tweet={"url":"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372","author_name":"Kavya Manohar (കാവ്യ)","author_url":"https:\/\/twitter.com\/kavya_manohar","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EThere has never been a benchmark for comparing Malayalam ASR models. Thank you \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E \u003Ca href=\"https:\/\/t.co\/Ay84OGzxWn\"\u003Ehttps:\/\/t.co\/Ay84OGzxWn\u003C\/a\u003E\u003C\/p\u003E&mdash; Kavya Manohar (കാവ്യ) (@kavya_manohar) \u003Ca href=\"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-53627").innerHTML = tweet["html"];</script><p></p>
 </section>
 <section id="results-on-benechmarking-in-malayalam-speech-corpus-dataset" class="slide level2">
 <h2>Results on benechmarking in Malayalam Speech Corpus dataset</h2>
diff --git a/talks/pyconindia-2023/pyconind.html b/talks/pyconindia-2023/pyconind.html
index 6a8d4c7c..e53d629f 100644
--- a/talks/pyconindia-2023/pyconind.html
+++ b/talks/pyconindia-2023/pyconind.html
@@ -562,7 +562,7 @@ <h2>What is fine tuning?</h2>
 <img data-src="../fossasia2023/fine_tune.png" width="300" class="r-stretch quarto-figure-center"><p class="caption">Picture from <a href="course.fast.ai/">fast.lesson</a> covering steps in finetuning a text classifier model</p></section>
 <section id="fine-tuning-is-still-relevant" class="slide level2">
 <h2>Fine tuning is still relevant</h2>
-<p></p><div id="tweet-78882"></div><script>tweet={"url":"https:\/\/twitter.com\/waydegilliam\/status\/1641228571611123712","author_name":"Wayde Gilliam","author_url":"https:\/\/twitter.com\/waydegilliam","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003E“Fine-tuning is the new training” should sound familiar to any \u003Ca href=\"https:\/\/twitter.com\/fastdotai?ref_src=twsrc%5Etfw\"\u003E@fastdotai\u003C\/a\u003E folks, we’ll, since forever.  Agreed. \u003Ca href=\"https:\/\/t.co\/FuqbSB8fNr\"\u003Ehttps:\/\/t.co\/FuqbSB8fNr\u003C\/a\u003E\u003C\/p\u003E&mdash; Wayde Gilliam (@waydegilliam) \u003Ca href=\"https:\/\/twitter.com\/waydegilliam\/status\/1641228571611123712?ref_src=twsrc%5Etfw\"\u003EMarch 29, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-78882").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-66164"></div><script>tweet={"url":"https:\/\/twitter.com\/waydegilliam\/status\/1641228571611123712","author_name":"Wayde Gilliam","author_url":"https:\/\/twitter.com\/waydegilliam","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003E“Fine-tuning is the new training” should sound familiar to any \u003Ca href=\"https:\/\/twitter.com\/fastdotai?ref_src=twsrc%5Etfw\"\u003E@fastdotai\u003C\/a\u003E folks, we’ll, since forever.  Agreed. \u003Ca href=\"https:\/\/t.co\/FuqbSB8fNr\"\u003Ehttps:\/\/t.co\/FuqbSB8fNr\u003C\/a\u003E\u003C\/p\u003E&mdash; Wayde Gilliam (@waydegilliam) \u003Ca href=\"https:\/\/twitter.com\/waydegilliam\/status\/1641228571611123712?ref_src=twsrc%5Etfw\"\u003EMarch 29, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-66164").innerHTML = tweet["html"];</script><p></p>
 </section>
 <section id="what-are-steps-for-fine-tuning-whisper" class="slide level2">
 <h2>What are steps for fine-tuning Whisper?</h2>
@@ -857,11 +857,11 @@ <h2>CER in Common Voice dataset</h2>
 <img data-src="../iiit-kottayam-summit/cv_cer.png" class="r-stretch quarto-figure-center"><p class="caption">Character Error Rate in Common Voice-9 test split</p></section>
 <section id="section" class="slide level2">
 <h2></h2>
-<p></p><div id="tweet-55425"></div><script>tweet={"url":"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536","author_name":"Kurian Benoy \uD83D\uDCBB","author_url":"https:\/\/twitter.com\/kurianbenoy2","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EI have been working on benchmarking a few Malayalam ASR models. The results have been far better than expected. Check out the results of Malayalam based fine tuned Whisper models performance in Common voice dataset:\u003Ca href=\"https:\/\/t.co\/ajoYq6FBpT\"\u003Ehttps:\/\/t.co\/ajoYq6FBpT\u003C\/a\u003E\u003C\/p\u003E&mdash; Kurian Benoy \uD83D\uDCBB (@kurianbenoy2) \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-55425").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-98209"></div><script>tweet={"url":"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536","author_name":"Kurian Benoy \uD83D\uDCBB","author_url":"https:\/\/twitter.com\/kurianbenoy2","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EI have been working on benchmarking a few Malayalam ASR models. The results have been far better than expected. Check out the results of Malayalam based fine tuned Whisper models performance in Common voice dataset:\u003Ca href=\"https:\/\/t.co\/ajoYq6FBpT\"\u003Ehttps:\/\/t.co\/ajoYq6FBpT\u003C\/a\u003E\u003C\/p\u003E&mdash; Kurian Benoy \uD83D\uDCBB (@kurianbenoy2) \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2\/status\/1633647128059969536?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-98209").innerHTML = tweet["html"];</script><p></p>
 </section>
 <section id="section-1" class="slide level2">
 <h2></h2>
-<p></p><div id="tweet-78496"></div><script>tweet={"url":"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372","author_name":"Kavya Manohar (കാവ്യ)","author_url":"https:\/\/twitter.com\/kavya_manohar","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EThere has never been a benchmark for comparing Malayalam ASR models. Thank you \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E \u003Ca href=\"https:\/\/t.co\/Ay84OGzxWn\"\u003Ehttps:\/\/t.co\/Ay84OGzxWn\u003C\/a\u003E\u003C\/p\u003E&mdash; Kavya Manohar (കാവ്യ) (@kavya_manohar) \u003Ca href=\"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-78496").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-96237"></div><script>tweet={"url":"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372","author_name":"Kavya Manohar (കാവ്യ)","author_url":"https:\/\/twitter.com\/kavya_manohar","html":"\u003Cblockquote class=\"twitter-tweet\" align=\"center\"\u003E\u003Cp lang=\"en\" dir=\"ltr\"\u003EThere has never been a benchmark for comparing Malayalam ASR models. Thank you \u003Ca href=\"https:\/\/twitter.com\/kurianbenoy2?ref_src=twsrc%5Etfw\"\u003E@kurianbenoy2\u003C\/a\u003E \u003Ca href=\"https:\/\/t.co\/Ay84OGzxWn\"\u003Ehttps:\/\/t.co\/Ay84OGzxWn\u003C\/a\u003E\u003C\/p\u003E&mdash; Kavya Manohar (കാവ്യ) (@kavya_manohar) \u003Ca href=\"https:\/\/twitter.com\/kavya_manohar\/status\/1633755478818959372?ref_src=twsrc%5Etfw\"\u003EMarch 9, 2023\u003C\/a\u003E\u003C\/blockquote\u003E\n\u003Cscript async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"\u003E\u003C\/script\u003E\n\n","width":550,"height":null,"type":"rich","cache_age":"3153600000","provider_name":"Twitter","provider_url":"https:\/\/twitter.com","version":"1.0"};document.getElementById("tweet-96237").innerHTML = tweet["html"];</script><p></p>
 </section>
 <section id="results-on-benechmarking-in-malayalam-speech-corpus-dataset" class="slide level2">
 <h2>Results on benechmarking in Malayalam Speech Corpus dataset</h2>