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FEATURE: Implement Machine Learning Models for Financial Trend and Stock Price Prediction #3226

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FEATURE: Implement Machine Learning Models for Financial Trend and Stock Price Prediction #3226

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@sanchitc05 sanchitc05 commented Nov 10, 2024 •
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Fixes #3209

🛠️ Fixes Issue

Fixes: #3209

👨‍💻 Description

What does this PR do?

  • This PR adds a new stock price prediction feature using an LSTM model to predict future stock prices based on historical data.
  • Key components include data preprocessing, model building, training, evaluation, and an API endpoint for real-time predictions.
  • Enhances the FinVeda platform by enabling predictive analytics for stock prices, allowing users to leverage data-driven insights for financial decisions.

📄 Type of Change

  • Bug fix (non-breaking change which fixes an issue)
  • New feature (non-breaking change which adds functionality)
  • Breaking change (fix or feature that would cause existing functionality to not work as expected)
  • Documentation update (adds or updates related documentation)

📷 Screenshots/GIFs (if any)

Include screenshots or GIFs to demonstrate your changes

✅ Checklist

  • I am a participant of GSSoC-ext.
  • I have followed the contribution guidelines of this project.
  • I have made this change from my own.
  • I have taken help from some online resources.
  • My code follows the style guidelines of this project.
  • I have performed a self-review of my own code.
  • I have added documentation to explain my changes.

Mandatory Tasks

  • Make sure you have self-reviewed the code. A decent size PR without self-review might be rejected.

🤝 GSSoC Participation

  • This PR is submitted under the GSSoC program.
  • I have taken prior approval for this feature/fix.

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Deployment failed with the following error:

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@sanchitc05 sanchitc05 mentioned this pull request Nov 10, 2024
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@deepeshmlgupta
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@sanchitc05 have you created this issue or its assigned to you

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@deepeshmlgupta I created the issue first, then added the pr solving it!

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@deepeshmlgupta @sampadatiwari30 kindly merge this pr

@ayush-that ayush-that added enhancement New feature or request level3 gssoc-ext labels Nov 10, 2024
@ayush-that ayush-that self-requested a review November 10, 2024 14:32
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@sanchitc05 Show the working of this, couldn't find it on the website. Share some images or a video if you can.

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@ayush-that sure I'll be sharing in a while

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@ayush-that ayush-that Awaiting requested review from ayush-that

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FEATURE: Implement Machine Learning Models for Financial Trend and Stock Price Prediction
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