Artificial intelligence (AI) has become a cornerstone of modern technology, driving innovation across numerous sectors. To harness its full potential, practical experience with machine learning (ML) is indispensable. However, traditional learning environments often lack the flexibility and resources necessary for comprehensive hands-on training. This is where machine learning lab tools come into play, offering immersive, scalable, and accessible platforms that bridge the gap