Xbox prediction

[aswathcm29]

Related Issue

• CSSOC 2024 Participant
• Contributor

Closes: Xbox Game Prediction #370

Add-ons

• Feature Engineering: Implemented feature extraction from timestamp data (click_time and query_time).
• Data Preprocessing: Converted timestamp columns to datetime format, handled mixed formats, and performed label encoding on categorical features.
• Model Building: Developed and evaluated two machine learning models:
• Logistic Regression: Achieved 79.25% accuracy.
• Random Forest Classifier: Achieved 95.80% accuracy.
• Results Analysis: Compared model performances and documented findings.

Type of change

What sort of change have you made:

• My code follows the code style of this project.
• 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)

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.
• My changes generate no new warnings.
• I have added things that prove my fix is effective or that my feature works.

[welcome]

Hello there! 👋 Welcome to the project! 💖
Thank you and congrats 🎉 for opening your first pull request. Please adhere to our Code of Conduct. 🙌🏻 We will get back to you as soon as we can. 😄

Feel free to get in touch with me through social media handles. Hope to see you there!😄

[aswathcm29]

Hey @prathimacode-hub ! I have done things promptly as per your contributing guidelines and code of conduct hope you'll review the code and hence get to say me a positive response