- 2.视频:Overview of Artificial Intelligence
- 3.视频:Foundations of Artificial Intelligence
- 4.视频:History of Artificial Intelligence
- 5.视频:The State of The Art
- 6.视频:Approaches for Artificial Intelligence
- 7.视频:Rational Agents
- 8.视频:Task Environments
- 9.视频:Intelligent Agent Structure
- 10.视频:Category of Intelligent Agents
- 11.视频:Problem Solving Agents
- 12.视频:Example Problems
- 13.视频:Searching for Solutions
- 14.视频1:Breadth-first Search
- 15.视频2:Uniform-cost Search
- 16.视频3:Depth-first Search
- 17.视频4:Variants of Depth-first Search
- 18.视频5:Bidirectional Search
- 19.视频6:Comparing Uninformed Search Strategies
- 20.视频1:Best-first Search&Greedy Search
- 21.视频2:A_ Search&Iterative Deepening A_ Search
- 22.视频:Heuristic Functions
- 23.视频:Overview
- 24.视频1:Hill-Climbing Search
- 25.视频2:Local Beam Search
- 26.视频3:Tabu Search
- 27.视频:Optimization and Evolutionary Algorithms
- 28.视频:Swarm Intelligence and Optimization
- 29.视频:Games
- 30.视频:Optimal Decisions in Games
- 31.视频:Alpha-Beta Pruning
- 32.视频:Imperfect Real-time Decisions
- 33.视频:Stochastic Games
- 34.视频:Monte-Carlo Methods
- 35.视频:Constraint Satisfaction Problems (CSPs)
- 36.视频:Constraint Propagation_ Inference in CSPs
- 37.视频:Backtracking Search for CSPs
- 38.视频:Local Search for CSPs
- 39.视频:The Structure of Problems
- 40.视频:Overview
- 41.视频:Knowledge Representation
- 42.视频:Representation using Logic
- 43.视频:Ontological Engineering
- 44.视频:Bayesian Networks
- 45.视频:Planning Problems
- 46.视频:Classic Planning
- 47.视频:Planning and Scheduling
- 48.视频:Real-World Planning
- 49.视频:Decision-theoretic Planning
- 50.视频:What is Machine Learning
- 51.视频:History of Machine Learning
- 52.视频:Why Different Perspectives
- 53.视频:Three Perspectives on Machine Learning
- 54.视频:Applications and Terminologies
- 55.视频:Classification
- 56.视频:Regression
- 57.视频:Clustering
- 58.视频:Ranking
- 59.视频:Dimensionality Reduction
- 60.视频 _Supervised Learning Paradigm
- 61.视频:Unsupervised Learning Paradigm
- 62.视频:Reinforcement Learning Paradigm
- 63.视频:Other Learning Paradigms
- 64.视频:Probabilistic Models
- 65.视频:Geometric Models
- 66.视频:Logical Models
- 67.视频:Networked Models
人工智能是国内外著名大学计算机专业设置的骨干课之一,也是国内外著名高校和研究机构的主要研究方向之一。人工智能研究如何用计算机软件和硬件去实现Agent的感知、决策与智能行为,其理论基础表现为搜索、推理、规划和学习,应用领域包括计算机视觉、图像分析、模式识别、专家系统、自动规划、智能搜索、计算机博弈、智能控制、机器人学、自然语言处理、社交网络、数据挖掘、虚拟现实等。