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Aditya A P's Projects

capstone-project-unsupervised-ml-topic-modelling icon capstone-project-unsupervised-ml-topic-modelling

The project explores a dataset of 2225 BBC News Articles and identifies the major themes and topics present in them. Topic Modeling algorithms such as Latent DIrichlet Allocation and Latent Semantic Analysis have been implemented. Effetiveness of the method of vectorization has also been explored

capstone_classification_cardiovascular_risk_prediction icon capstone_classification_cardiovascular_risk_prediction

This project explores the Framingham Heart disease dataset with the objective to predict its risk in 10 years. Various methods for handling missing values and outliers are explored as iterations. After analysing the dataset, important and necessary features are selected. Seven ML models are implemented, with evaluation on the basis of Test Recall.

capstone_eda_global_terrorism_analysis icon capstone_eda_global_terrorism_analysis

A comprehensive analysis of the GTD, to uncover global terrorism patterns, trends, and impacts through data-driven analysis. Involves rigorous analysis of most used attack & weapon types; favourite targets; yearly distribution of casualties, no. of attacks, success rates, and more - both holistic and for specific countries and terror organizations

capstone_regression_nyc_taxi_trip_duration_prediction icon capstone_regression_nyc_taxi_trip_duration_prediction

This project aims to predict the Taxi-trip duration within NYC based on several factors as predictors. Various combinations of relevant features are explored as iterations. After analysing the dataset, important and necessary features are selected. Several regression models are implemented & evaluated based on R2 & RMSE, & predictions visualised

python_map_plotting icon python_map_plotting

Plotting customized interactive maps using python roughly, as a temporary substitude to Tableau. Maharashtra state with district borders taken as an example

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