Learn concepts and algorithms at the foundation of modern artificial intelligence
Gain exposure to graph search algorithms, classification, optimization, and more
Explore machine learning, neural networks, and natural language processing
Taught by Brian Yu from Harvard University
Slide2: Introduction to AI
AI encompasses technologies like game-playing engines, handwriting recognition, and machine translation
Graph search algorithms, classification, and optimization are key components of AI
Reinforcement learning and machine learning enable AI to learn and improve over time
Neural networks, inspired by human brains, are popular tools in modern AI
Slide3: Search Algorithms
AI searches for solutions to problems, such as finding driving directions or playing games
States represent configurations of the agent in its environment
Actions are choices that can be made in a given state
Transition model defines the result of applying an action in a state
Slide4: Optimization and Machine Learning
Optimization problems aim to maximize profits, minimize costs, or satisfy constraints
Machine learning enables AI to learn from data and experiences
Neural networks, inspired by the human brain, are powerful tools in machine learning
Natural language processing enables AI to understand and interpret human language
Slide5: Conclusion
Artificial intelligence encompasses a wide range of technologies and algorithms
AI enables machines to perform tasks that require intelligent and rational behaviors
In this course, students will explore key concepts in AI and gain hands-on experience
Build your own AI programs and dive into the world of artificial intelligence
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