Data Science Projects Repository

This repository contains a collection of data science projects showcasing various machine learning techniques and their applications. Each project includes a Jupyter Notebook for exploration and implementation, along with corresponding datasets.

Projects

4. ML-Based Lending Prediction

   • File: ML_based_lending_prediction.ipynb
   • Dataset: lending_club_info.xls
   • Description: Implements machine learning models to assess lending risks.

5. Loan Payment Prediction

   • File: Loan_payment_prediction_Decision Trees and Random Forest Project.ipynb
   • Dataset: loan_data.xls
   • Description: Predicts loan repayment likelihood using decision trees and random forests.

6. E-commerce Analysis and ML Prediction

   • File: Ecommerce_ML_Project.ipynb
   • Dataset: Ecommerce Purchases
   • Description: Analyzes customer purchasing behavior and applies machine learning for prediction.

7. Advertising Prediction (Logistic Regression)

   • File: Advertising prediction_Logistic Regression Project.ipynb
   • Dataset: advertising.xls
   • Description: Predicts the effectiveness of advertising campaigns using logistic regression.

Getting Started

1. Clone the repository:

   git clone https://github.com/shaadfazal/Data-Science-Projects.git