TikTok Regression Analysis

In this project, I applied regression analysis to explore relationships between variables, build predictive models, and evaluate model performance using real-world data.

? Data cleaning & preprocessing

? Exploratory Data Analysis (EDA)

? Feature selection & multicollinearity checks

? Linear regression modeling

? Model evaluation (R², RMSE, residual analysis)

? Insights & data-driven recommendations

This project demonstrates practical skills in Python, pandas, NumPy, scikit-learn, and statistical thinking used in real data analytics workflows.