added lstm

[that-ar-guy]

Closes: #189

• Title : LONG SHORT TERM MEMORY
• Your Name: MOHAMMED ABDUL RAHMAN
• Idenitfy yourself: SWOC

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

Give a clear description of what have you added or modifications made
This pull request introduces significant enhancements to the documentation for deep learning algorithms, specifically focusing on Long Short-Term Memory (LSTM) networks. The changes include adding a detailed new section on LSTMs and updating the index to link to this new content.

Enhancements to documentation:

• docs/algorithms/deep-learning/neural-networks/index.md: Added a new link and description for the Long Short-Term Memory (LSTM) section, including an image and brief overview.
• docs/algorithms/deep-learning/neural-networks/long-short-term-memory.md: Created a comprehensive new document on LSTMs, covering their objectives, prerequisites, architecture, training process, evaluation metrics, code implementation, advantages, limitations, and applications.

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.
• [ X] My changes generate no new warnings.

Screenshots 📷

Working Video 🎥

lstm.mp4

Happy Coding 🎉

[github-actions]

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[that-ar-guy]

Hey @Avdhesh-Varshney looks like i messed something up, need your opininon on what to do

[Avdhesh-Varshney]

You should download that image and upload it on github comment box, you can use that URL ✅