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@@ -188,7 +188,7 @@ <h1 class="title">Kurian Benoy</h1>
 <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 believe in the old Malayalam proverb, “അണ്ണാൻ കുന്നിനും തന്നാൽ ആവത്”. In English it translates to this meaning - “A small rabbit 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>I believe in the old Malayalam proverb, “അണ്ണാങ്കുഞ്ഞും 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>
 

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-69766"></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-69766").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-79777"></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-79777").innerHTML = tweet["html"];</script><p></p>
 <p>Thanks for reading :pray:</p>
 
 

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-80647"></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-80647").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-19383"></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-19383").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-30674"></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-30674").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-23118"></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-23118").innerHTML = tweet["html"];</script><p></p>
 
 
 

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-93297"></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-93297").innerHTML = tweet["html"];</script><p></p>
+<p></p><div id="tweet-32752"></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-32752").innerHTML = tweet["html"];</script><p></p>
 
 
 </section>