Stepping beyond the realm of theoretical concepts and simulations, applied machine learning involves deploying AI models on live projects. This approach offers a unparalleled opportunity to measure the performance of AI in dynamic environments. Through continuous training and optimization on real-time data, these models can evolve to complex chall