Time-Series Anomaly Detection

[that-ar-guy]

Closes:
fixes: #195

• Title : Time-Series Anomaly Detection
• Your Name: MOHAMMED ABDUL RAHMAN
• Idenitfy yourself: SWOC5

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 a new project on time-series anomaly detection using LSTM networks and updates the project index to include this new project. The most important changes include the addition of detailed documentation for the new project and an update to the project index page.

Documentation for the new project:

• docs/projects/deep-learning/anamoly-detection.md: Added comprehensive documentation for the time-series anomaly detection project using LSTM networks. This includes the project aim, dataset details, model architecture, steps taken, trade-offs, conclusions, and use cases.

Update to project index:

• docs/projects/deep-learning/index.md: Added an entry for the new LSTM autoencoder project in the deep learning project index, including a brief description and an image.

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 🎥

TSMmp4.mp4

Happy Coding 🎉

[github-actions]

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[Avdhesh-Varshney]

Follow newly updated Project template 👍

[that-ar-guy]

Hey @Avdhesh-Varshney / @11PRIMUS updated the requested changes and add a few more screenshots

[that-ar-guy]

@11PRIMUS awaiting your approval

[11PRIMUS]

Wait let me go through it once 🫡

[11PRIMUS]

good work @that-ar-guy

[that-ar-guy]

thanks for the update @Avdhesh-Varshney