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CS 221: Artificial Intelligence: Principles and Techniques

Artificial intelligence (AI) has had a huge impact in many areas, including medical diagnosis, speech recognition, robotics, web search, advertising, and scheduling. This course focuses on the foundational concepts that drive these applications. In short, AI is the mathematics of making good decisions given incomplete information (hence the need for probability) and limited computation (hence the need for algorithms). Specific topics include search, constraint satisfaction, game playing, Markov decision processes, graphical models, machine learning, and logic. Prerequisites: CS 103 or CS 103B/X, CS 106B or CS 106X, CS 107, and CS 109 (algorithms, probability, and programming experience).

Terms: Aut, Spr | Units: 3-4

Instructors: Ermon, S. (PI) ; Liang, P. (PI) ; Sadigh, D. (PI) ... more instructors for CS 221 »

Instructors: Ermon, S. (PI) ; Liang, P. (PI) ; Sadigh, D. (PI) ; Baker, D. (TA) ; Barnes, Z. (TA) ; Beigi, B. (TA) ; Bie, Z. (TA) ; Blundell, H. (TA) ; Despo, O. (TA) ; Duan, T. (TA) ; Eng, D. (TA) ; Gabrielsson, R. (TA) ; He, B. (TA) ; Holmstrom, M. (TA) ; Jiang, H. (TA) ; Khandwala, N. (TA) ; Kim, H. (TA) ; Kurenkov, A. (TA) ; Li, S. (TA) ; Liu, D. (TA) ; Mei, X. (TA) ; Mussmann, S. (TA) ; Peddada, A. (TA) ; Pryzant, R. (TA) ; Rege, A. (TA) ; Sachidananda, V. (TA) ; Sathya Moorthy, M. (TA) ; Sauer, C. (TA) ; Wang, A. (TA) ; Wang, F. (TA) ; Xing, M. (TA) ; Yuan, Y. (TA)

2017-2018 Autumn

CS 221 | 3-4 units | UG Reqs: None | Class # 8587 | Section 01 | Grading: Letter or Credit/No Credit | LEC | Session: 2017-2018 Autumn 1 | In Person | Students enrolled: 776 / 1100
09/25/2017 - 12/08/2017 Mon, Wed 1:30 PM - 2:50 PM at NVIDIA Auditorium with Ermon, S. (PI); Liang, P. (PI); Baker, D. (TA); Barnes, Z. (TA); Beigi, B. (TA); Bie, Z. (TA); Blundell, H. (TA); Despo, O. (TA); Duan, T. (TA); Eng, D. (TA); Gabrielsson, R. (TA); He, B. (TA); Holmstrom, M. (TA); Jiang, H. (TA); Khandwala, N. (TA); Kim, H. (TA); Kurenkov, A. (TA); Li, S. (TA); Liu, D. (TA); Mei, X. (TA); Mussmann, S. (TA); Peddada, A. (TA); Pryzant, R. (TA); Rege, A. (TA); Sachidananda, V. (TA); Sathya Moorthy, M. (TA); Sauer, C. (TA); Wang, A. (TA); Wang, F. (TA); Xing, M. (TA); Yuan, Y. (TA)
Instructors: Ermon, S. (PI); Liang, P. (PI); Baker, D. (TA); Barnes, Z. (TA); Beigi, B. (TA); Bie, Z. (TA); Blundell, H. (TA); Despo, O. (TA); Duan, T. (TA); Eng, D. (TA); Gabrielsson, R. (TA); He, B. (TA); Holmstrom, M. (TA); Jiang, H. (TA); Khandwala, N. (TA); Kim, H. (TA); Kurenkov, A. (TA); Li, S. (TA); Liu, D. (TA); Mei, X. (TA); Mussmann, S. (TA); Peddada, A. (TA); Pryzant, R. (TA); Rege, A. (TA); Sachidananda, V. (TA); Sathya Moorthy, M. (TA); Sauer, C. (TA); Wang, A. (TA); Wang, F. (TA); Xing, M. (TA); Yuan, Y. (TA)
CS 221 | UG Reqs: None | Class # 32077 | Section 02 | Grading: Letter or Credit/No Credit | DIS | Session: 2017-2018 Autumn 1 | In Person
09/25/2017 - 12/08/2017 Thu 4:30 PM - 5:20 PM at NVIDIA Auditorium

2017-2018 Spring

CS 221 | 3-4 units | UG Reqs: None | Class # 34542 | Section 01 | Grading: Letter or Credit/No Credit | LEC | Session: 2017-2018 Spring 1 | In Person | Students enrolled: 94 / 120
04/02/2018 - 06/06/2018 Tue, Thu 1:30 PM - 2:50 PM at STLC 114 with Sadigh, D. (PI); Bie, Z. (TA); He, B. (TA); Kurenkov, A. (TA); Wang, A. (TA); Wang, F. (TA)
Instructors: Sadigh, D. (PI); Bie, Z. (TA); He, B. (TA); Kurenkov, A. (TA); Wang, A. (TA); Wang, F. (TA)
Notes: May be taken for 3 units by graduate students. Enrollment limited to 120.
CS 221 | UG Reqs: None | Class # 35701 | Section 02 | Grading: Letter or Credit/No Credit | DIS | Session: 2017-2018 Spring 1 | In Person
04/02/2018 - 06/06/2018 Fri 11:30 AM - 12:20 PM at 200-203

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CS 221: Artificial Intelligence: Principles and Techniques

2017-2018 Autumn

2017-2018 Spring