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Machine Learning Projects

Bike-Rental-Predictor

Predict the number of bikes rented out per hour using Machine learning algorithms like Linear Regression, Decision Tree and Random Forest Regressor. GridSearch CV was used to get optimized hyperparameters for the Tree based algorithms.

User Classification

Predict whether a user will purchase a paid plan or not based on their platofrm activity, the business objective is to target marketing to more likely-to-purchase candidates.

Customer Segmentation in Marketing

To what extent does a platform’s acquisition channel influence the learning outcomes of our students? Are there any geographical locations where most of our students discover the platform, specifically through social media platforms like YouTube or Facebook? We are working with a platform's customer data to perform market segmentation—crucial for businesses to understand customer behavior and improve marketing efficiency.