Tesla Historic Stock Price Analysis

[abckhush]

Pull Request for DL-Simplified 💡

Issue Title : Tesla Historic Stock Price Analysis

• Info about the related issue (Aim of the project) :
• Name: Khushi Kalra
• GitHub ID: https://www.github.com/abckhush
• Email ID: [email protected]
• Idenitfy yourself: (Mention in which program you are contributing in. Eg. For a JWOC 2022 participant it's, JWOC Participant) GSSoC'24 Contributor

Closes: #845

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

I've implemented the models:

1. GRU (Gated Recurrent Unit)
2. BiGRU (Bidirectional Gated Recurrent Unit)

Type of change ☑️

What sort of change have you made:

• Bug fix (non-breaking change which fixes an issue)
• New feature (non-breaking change which adds functionality)
• Code style update (formatting, local variables)
• Breaking change (fix or feature that would cause existing functionality to not work as expected)
• This change requires a documentation update

How Has This Been Tested? ⚙️

The models have been trained and evaluated on the dataset, with performance metrics recorded for comparison.

1. GRU Model

• R2 Score: 0.929
• RMSE: 0.0004

2. BiGRU Model

• R2 Score: 0.971
• RMSE: 0.0005

Checklist: ☑️

• My code follows the guidelines of this project.
• I have performed a self-review of my own code.
• I have commented my code, particularly wherever it was hard to understand.
• I have made corresponding changes to the documentation.
• My changes generate no new warnings.
• I have added things that prove my fix is effective or that my feature works.
• Any dependent changes have been merged and published in downstream modules.

[github-actions]

Our team will soon review your PR. Thanks @abckhush :)

[abhisheks008]

Hi @abckhush can you add the plots (EDA results) inside the README file under Data Visualization tag? It'll be better for others to visualize the dataset.

[abckhush]

@abhisheks008 done. Kindly check.

[abhisheks008]

Hi @abckhush looks good to me. Approved ✅