On July 13, 2022, Prof. Alejandro A. Franco is giving an invited lecture at the Chemistry Graduate School of Université Paris Cité, in Paris, France. His invited lecture is in the context of the school event entitled "Machine Learning in Chemistry: Practical Applications and Pitfalls". The title of Prof. Franco's invited lecture is "Optimization of Battery Manufacturing Processes by Combining Physics-Based and Machine Learning Modeling" and he is going to present the machine learning-focused works carried out in the ARTISTIC project.