Automotive Math with Python for Engineers Volume 2 takes a deep dive into advanced automotive engineering concepts like Finite Element Method (FEM), nonlinear dynamics, fracture mechanics, and machine learning applications in automotive design. This volume builds on the foundational principles introduced in the first volume, providing detailed theoretical explanations paired with practical Python implementations. Engineers, researchers, and advanced students will benefit from this resource, which addresses complex topics like optimization of vehicle systems, multiphysics simulations, and analysis of nonlinear material behaviors, helping readers apply these advanced techniques to real-world automotive challenges.