List of Jupyter Notebook Projects
Zomato Restaurant Data Analysis & Business Insights
Description:
This project analyzes the Zomato restaurant dataset to uncover patterns in ratings, pricing, cuisines, and location-based demand. Exploratory Data Analysis (EDA) was performed to understand the factors influencing restaurant ratings and customer engagement. Business recommendations were provided to improve platform growth and decision-making.
Tools Used:
Python, Pandas, NumPy, Matplotlib, Seaborn, Jupyter Notebook
Loan Approval Prediction using Supervised Machine Learning
Description:
This project builds a supervised machine learning pipeline to predict loan approval status based on applicant financial and demographic features. The workflow includes preprocessing, categorical encoding, scaling, class imbalance handling (SMOTE), and model comparison using Logistic Regression and Random Forest. Model performance was evaluated using precision, recall, F1-score, and ROC-AUC.
Tools Used:
Python, Pandas, NumPy, Scikit-learn, SMOTE (Imbalanced-learn), Matplotlib, Seaborn, Jupyter Notebook
Instagram Engagement Analytics & Content Strategy Optimization
Description:
This project analyzes Instagram post data to identify engagement patterns based on content type, hashtags, emojis, and posting time. Engagement rate was calculated using likes and comments relative to follower count. The analysis resulted in a structured content strategy designed to improve audience interaction and growth.
Tools Used:
Python, Pandas, NumPy, Matplotlib, Seaborn, Jupyter Notebook
