Financial Environment Segmentation

[alo7lika]

Closes #79

Description of changes:

• Implemented the Financial Environment Segmentation project to identify and classify different market regimes using historical stock price data.
• Collected data from Yahoo Finance and calculated key financial metrics, including daily returns, moving averages, and volatility.
• Preprocessed and normalized the metrics to create a feature set for analysis.
• Applied K-means clustering techniques to segment the data into distinct market regimes.
• Analyzed each regime for its characteristics and performance, enabling effective backtesting of investment strategies.

Issue Reference:

• Issue Financial Environment Segmentation #79

[alo7lika]

@rohitinu6 The task/ Project has been done. You could check it and review it ASAP

[Mayureshd-18]

@alo7lika Please link the issue using keywords. (fixes/closes..) You can find the detailed info about the same here:
https://docs.github.com/en/issues/tracking-your-work-with-issues/using-issues/linking-a-pull-request-to-an-issue#linking-a-pull-request-to-an-issue-using-a-keyword

Thanks & regards.

[alo7lika]

@alo7lika Please link the issue using keywords. (fixes/closes..) You can find the detailed info about the same here: https://docs.github.com/en/issues/tracking-your-work-with-issues/using-issues/linking-a-pull-request-to-an-issue#linking-a-pull-request-to-an-issue-using-a-keyword

Thanks & regards.

Fixes rohitinu6/Stock-Price-Prediction #79

[alo7lika]

@alo7lika Please link the issue using keywords. (fixes/closes..) You can find the detailed info about the same here: https://docs.github.com/en/issues/tracking-your-work-with-issues/using-issues/linking-a-pull-request-to-an-issue#linking-a-pull-request-to-an-issue-using-a-keyword
Thanks & regards.

Fixes rohitinu6/Stock-Price-Prediction #79

@Mayureshd-18 kindly review it. Thank you!

[Mayureshd-18]

@alo7lika Please use keywords as they are mentioned in the docs. Then only the issue would be linked to the PR correctly.
If needed please refer to other PRs that have issues linked to them.

Thanks and regards

[Mayureshd-18]

Till then @rohitinu6 @jvedsaqib please review the technical details and the file structure.

Thanks

[jvedsaqib]

@alo7lika
Why are you using the image?
Also change the Installation section which should contain how to clone this repo and other necessary things.

[alo7lika]

@alo7lika Please use keywords as they are mentioned in the docs. Then only the issue would be linked to the PR correctly. If needed please refer to other PRs that have issues linked to them.

Thanks and regards

Fixes rohitinu6/Stock-Price-Prediction #79 is this int how to use the keywords?

[alo7lika]

@alo7lika Why are you using the image? Also change the Installation section which should contain how to clone this repo and other necessary things.

Images have been used to make the project interesting and enhance the look. But will update as you requested

[jvedsaqib]

@alo7lika Why are you using the image? Also change the Installation section which should contain how to clone this repo and other necessary things.

Images have been used to make the project interesting and enhance the look. But will update as you requested

@alo7lika
I suggest you remove them or specify it in other section as the UI like the image is not implemented actually in this notebook

[alo7lika]

@jvedsaqib @Mayureshd-18 @rohitinu6 All the changes have been made.
Please review it!
Thank you!

[Mayureshd-18]

Looks good to me!