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    420_421.ppt 420_421.ppt Presentation Transcript

    • Artificial Intelligence (91.420/543) and Machine Learning and Data Mining (91.421/544) Prof. Gary Livingston
    • Artificial Intelligence
      • Are you interested in learning how to write programs that can:
        • Play a game
        • Adapt
        • Solve logic problems
        • Translate from English to another language
        • Make medical discoveries
    • Artificial Intelligence
      • Then AI is for you!
      • AI is the study of writing programs that perform tasks that appear to require intelligence
        • Sophisticated reasoning
        • Knowledge
        • Learning
    • Artificial Intelligence
      • Do you think AI isn’t applicable to your area?
    • Artificial Intelligence
      • AI is everywhere
        • Remote Agent successfully controlled the Deep Space One satellite for two days
        • Army’s logistics planner is credited for helping to win the Gulf War quickly
        • Five autonomous vehicles successfully completed the DARPA Grand challenge: drive 32 miles over desert terrain fully autonomously
    • In AI You Will:
      • Learn how to add intelligence to your programs
      • Learn Python
        • Great prototyping language
      • Implement fun AI programs
        • Othello player
          • Othello competition
        • Wumpus world agent
          • Wumpus world simulator
      • Learn a lot and have fun
      X X X X X X X X X O O O O O O O X O O O X X O O X X O O O O X O X O X X O O O O X O X O O X O O X X O O O O O O X O O O O O O O
    • Machine Learning
      • Key aspect of AI – uses knowledge
    • Machine Learning
      • Key aspect of AI – uses knowledge
      • It could be programmed in, but that’s impractical
        • It can be learned from experience
        •  Machine Learning
    • Machine Learning
      • Key aspect of AI – uses knowledge
      • It could be programmed in, but that’s impractical
        • It can be learned from experience
        •  Machine Learning
      • Machine learning can also discover new knowledge for humans (data mining)
    • Machine Learning
      • Key aspect of AI – uses knowledge
      • It could be programmed in, but that’s impractical
        • It can be learned from experience
        •  Machine Learning
      • Machine learning can also discover new knowledge for humans (data mining)
        • Machine learning is used everywhere:
        • Biology
        • Software engineering
        • Compilers
        • Networking
    • Machine Learning and Data Mining Course
      • First 2/3 of the course:
        • Fundamental ML methods
      • Last 1/3 of the course:
        • Complete a real data mining project using real data from real problems
      • Learn a lot and have fun