Smart Training: Unleashing Your Potential with a Personal Intelligent Trainer
Maintaining a consistent fitness routine can be difficult for many individuals due to challenges such as lack of motivation, inadequate personalized guidance, and limited access to professional trainers. This research presents the Personal AI Trainer, an innovative, AI-powered virtual assistant designed to address these issues by offering personalized workout routines, real-time feedback, and continuous motivation based on the user's individual fitness data. The system utilizes advanced machine learning algorithms, including Random Forest for predicting health levels and XGBoost for estimating calorie expenditure and maximum weight lift potential. In addition, computer vision techniques are employed to count exercise repetitions and provide form feedback, creating an experience that closely mimics the interaction with a human trainer. The Personal AI Trainer is built to be adaptive and interactive, delivering customized fitness programs that evolve with the user's progress. Empirical studies demonstrate the effectiveness of the system in increasing user engagement, improving fitness outcomes, and sustaining long-term exercise habits. This solution provides a scalable, accessible, and cost-effective alternative to traditional personal trainers, making personalized fitness training more widely available to a broader audience.
Authors
- Sanika Wijayasekara (ORCID: https://orcid.org/0000-0002-6404-8877)
- Rugashan Jevarajah
- Methilan Rameswaran
- Kishanthan Mahinthan
- Piriyanthan Mahadeva
- MS.Karthiga Rajendran
Institutions
- Sri Lanka Institute of Information Technology (LK)
Publication Details
- Published
- 2024-12-27
- DOI
- https://doi.org/10.1109/iceet65156.2024.10913815
- Primary Topic
- AI in Service Interactions
- Type
- article
- Field-Weighted Citation Impact
- 0.00