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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 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 Implement fun AI programs – Othello player Othello competition – Wumpus world agent Wumpus world simulator Learn a lot and have fun 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