Financial Time Series AnalysisCovers stylized facts of asset returns, summary statistics, testing for normality, Q-Q plots, and efficient market hypothesis.
Reinforcement Learning ConceptsCovers key concepts in reinforcement learning, neural networks, clustering, and unsupervised learning, emphasizing their applications and challenges.
Reinforcement Learning: Q-LearningIntroduces Q-Learning, Deep Q-Learning, REINFORCE algorithm, and Monte-Carlo Tree Search in reinforcement learning, culminating in AlphaGo Zero.
AI Gamer: D4Explores reinforcement learning in AI to master games using neural networks.
Deep Neural NetworksCovers the back-propagation algorithm for deep neural networks and the importance of locality in CNN.