The roles and responsibilities of an AI and ML engineer typically involve designing, developing, and implementing machine learning models and algorithms they work with programming languages such as Python, R, or Java and use tools such as TensorFlow, PyTorch, or Scikit-learn. They also collaborate with cross-functional teams to integrate their models into software applications and ensure they are optimized for performance, scalability, and accuracy.