Classical ML
Earlier ML work — recommender systems, classification, and regression with real feature-engineering legwork.
AI Movie Recommender
Content-based recommender — matches genre, cast, director, runtime, ranks by IMDB score.
Recommends movies similar to a user's favorite by comparing genre, actors, directors, and runtime, then ranking results by IMDB score.
Heart Failure Predictor
ML classifier predicting cardiovascular disease risk from clinical features.
Takes clinical causes-of-heart-failure features and predicts the likelihood of cardiovascular disease. Emphasis on feature selection and model evaluation.
House Price Predictor
End-to-end linear regression for housing prices with heavy feature engineering and EDA.
End-to-end ML project using linear regression. Extensive exploratory data analysis and feature engineering to predict housing price changes.