Artificial intelligence and Machine Learning are benefiting a wide range of industries, and the manufacturing sector is the one that is listed at the top. Advances in technology through machine learning (ML) have provided an opportunity to accelerate innovation processes and improve decision-making. Nowadays, most businesses across the globe are adopting machine learning solutions in manufacturing to improvise their processes and getting better results.In metals manufacturing, the operations environment is full of data collected by thousands of sensors at a very small interval. Historically, decision-making was based on traditional descriptive analytics techniques. However, with the advent of Machine Learning and AI is quickly becoming an important decision-making tool. Novelis, through models deployed within melting and rolling operations, has already seen a great value from these techniques.