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UTSAVS26 / PyVerse

PyVerse is an open-source collection of diverse Python projects, tools, and scripts, ranging from beginner to advanced, across various domains like machine learning, web development, and automation.
https://sites.google.com/view/pyverse-python-universe/
MIT License
50 stars 130 forks source link

[Code Addition Request]: Bestselling Books Analysis #492

Closed deepanshubaghel closed 1 day ago

deepanshubaghel commented 2 days ago

Have you completed your first issue?

Guidelines

Latest Merged PR Link

401

Project Description

This project analyzes a dataset of best-selling books to uncover trends and patterns in pricing, ratings, reviews, and genres. Exploratory Data Analysis (EDA) includes visualizations like histograms, scatter plots, and pair plots to better understand the relationship between different variables. The project also employs machine learning models (e.g., Random Forest, K-Nearest Neighbors, XGBoost, Logistic Regression) to classify books based on their features. The Random Forest model achieves the highest accuracy. Data is preprocessed using techniques such as label encoding and scaling, and model performance is evaluated using classification metrics.

Full Name

Deepanshu Baghel

Participant Role

gssoc-ext

github-actions[bot] commented 2 days ago

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deepanshubaghel commented 1 day ago

@UTSAVS26

UTSAVS26 commented 1 day ago

@deepanshubaghel you can raise 1 issue at a time.

github-actions[bot] commented 1 day ago

✅ This issue has been closed. Thank you for your contribution! If you have any further questions or issues, feel free to join our community on Discord to discuss more!

github-actions[bot] commented 1 day ago

✅ This issue has been closed. Thank you for your contribution! If you have any further questions or issues, feel free to join our community on Discord to discuss more!