Transitioning from a linear classifier to a deep neural network (DNN) classifier in machine learning, particularly for applications within the fashion industry using Google Cloud’s machine learning services, requires a systematic and automated approach. This process blends advances in model architecture, computational efficiency, and cloud-based tooling to enhance predictive accuracy and scalability. The following explanation