Introduction.- Introduction to Human Activity Recognition, Fall Monitoring and Detection, Health monitoring.- Fundamental concepts.- Machine Learning in Human Activity Recognition using Smartphone Sensors.- Deep Learning in Human Activity Recognition using Smartphone Sensors.- Machine Learning in Fall Detection System.- Sensor Fusion based HAR for Disease Monitoring and Prediction.- Design, Development, Deployment Strategies.- Conclusion.