This course will introduce both basics and advance d topics of deep reinforcement learning. Specific topics include machine learning, deep learning, reasoning and planning under uncertainty, (deep) reinforcement learning, and graphical models. The main goal of the course is to equip students with the tools to tackle new AI problems you might encounter in life and also to serve as the foundation for further study in deep reinforcement learning.