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Artificial Intelligence (91.420/543) and Machine Learning and Data Mining (91.421/544)

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

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Artificial Intelligence (91.420/543) and Machine Learning and Data Mining (91.421/544)

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  1. Artificial Intelligence (91.420/543)andMachine Learning and Data Mining (91.421/544) Prof. Gary Livingston

  2. 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 • …

  3. 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

  4. Artificial Intelligence • Do you think AI isn’t applicable to your area?

  5. 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

  6. 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

  7. Machine Learning • Key aspect of AI – uses knowledge

  8. 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

  9. 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)

  10. 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

  11. 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

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