Machine learning-based sports activity recognition has captured a lot of interest in recent years. Automatic activity recognition not only reduces cost and time but is very helpful in analyzing health-sensitive data acquired using smart wearable technology. Gym activity recognition by incorporating smart wearable technology comes within the scope of this topic. https://jalyttlers.shop/product-category/bowls-set/