Human Activity Recognizer (using Machine Learning)

Jan, 2024 - Feb, 2024 (Advisor – Prof. Prof. Nipun Batra, IIT Gandhinagar) | Project Link

Made a machine learning model that uses only decision trees to recognize 6 different human activities by utilizing time series data of acceleration involved.
Learned to handle time series data by employing featurization and dimension reduction. Performed hyperparameter tuning select the best model based on bias-variance tradeoff. Deployed the model and tested the predictions on real acceleration data from collected from a smartphone.