Human Activity Recognizer (using Machine Learning)

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.