This lecture overviews Explainable AI that has many applications in trustworthy AI systems and autonomous systems. It covers the following topics in detail: Interpretability, Interpretability Types (Visual explanations, Image-based Plot visualizations, Textual explanations, Numerical-Mathematical explanations), Explainable AI Applications and Frameworks.