Add/rnn

[that-ar-guy]

Closes: #134

• Title : Recurrent Neural Network
• Your Name: mohammed abdul rahman
• Idenitfy yourself:

Describe the add-ons or changes you've made 📃

This pull request includes substantial updates to the documentation on neural networks, specifically focusing on recurrent neural networks (RNNs). The changes introduce a new section on RNNs, detailing their objectives, architecture, training process, evaluation metrics, and practical code implementation.

Additions to RNN documentation:

• docs/algorithms/deep-learning/neural-networks/index.md: Added a new link and visual representation for the Recurrent Neural Network section.

• docs/algorithms/deep-learning/neural-networks/recurrent-neural-network.md: Comprehensive new documentation on RNNs, including:

  • Objective and prerequisites for understanding RNNs.
  • Detailed explanation of RNN architecture and training process.
  • Code implementation example with a training loop using PyTorch.
  • Discussion on evaluation metrics, advantages, limitations, and applications of RNNs.

Checklist: ☑️

• My code follows the Contributing Guidelines & Code of Conduct of this project.
• This PR does not contain plagiarized content.
• I have performed a self-review of my own code.
• I have commented my code, particularly wherever it was hard to understand.
• My changes generate no new warnings.

Screenshots 📷

Working Video 🎥

rnn.mp4

Happy Coding 🎉

[github-actions]

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[Avdhesh-Varshney]

LGTM!

[that-ar-guy]

@Avdhesh-Varshney @11PRIMUS
please assign me the points at your earliest convenience

[that-ar-guy]

?

[Avdhesh-Varshney]

@that-ar-guy Sorry for the late reponse. I've out of station.

Currently, OS lead server is not working. But, don't worry, I've send this pr Jay. He will definitely add your points. ✅

[that-ar-guy]

@that-ar-guy Sorry for the late reponse. I've out of station.

Currently, OS lead server is not working. But, don't worry, I've send this pr Jay. He will definitely add your points. ✅

@Avdhesh-Varshney ?