Search, Optimization, and Classical AI Algorithms

18 lessons in AI Fundamentals

• State Space Search FormulationFlashcard
• Resolution: Automated Logical InferenceSlides / Video
• Genetic and Evolutionary AlgorithmsSlides / Video
• Simulated AnnealingSlides / Video
• Hill Climbing and Its LimitationsSlides / Video
• Expectiminimax for Stochastic GamesSlides / Video
• Alpha-Beta PruningSlides / Video
• Adversarial Search: Minimax AlgorithmSlides / Video
• Weighted A* and Memory-Bounded SearchSlides / Video
• A* Search AlgorithmSlides / Video
• Greedy Best-First SearchSlides / Video
• Consistency (Monotonicity) of HeuristicsSlides / Video
• Heuristic Functions and AdmissibilitySlides / Video
• Evaluating Search AlgorithmsSlides / Video
• Iterative Deepening DFSSlides / Video
• Uniform-Cost SearchSlides / Video
• Depth-First Search (DFS)Slides / Video
• Uninformed Search: Breadth-First SearchSlides / Video