Check out the syllabus for all this information, including policies on academic honesty, accomodations, and late assignments.
The following schedule of topics is subject to change.
Legend:
Date | Topic | Main Reading: Read All | Advanced Reading: Optionally Read Some | Assignment Out | Assignment Due |
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Monday, 1/30 | ESL Ch 1 | ESL Ch 2 | A1: Math & Programming Review | — | |
Wednesday, 2/1 | (start deck 3) |
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Monday, 2/6 | — | — | |||
Wednesday, 2/8 |
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— | due: A1 (2/10) | |
Monday, 2/13 |
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Wednesday, 2/15 | — | — | |||
Monday, 2/20 | (finish perceptrons) |
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A2 | — |
Wednesday, 2/22 | — | — | |||
Monday, 2/28 | — | — | |||
Wednesday, 3/1 |
Logistic Regression:
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Monday, 3/6 | — | — | |||
Wednesday, 3/8 | — | A2 | |||
Monday, 3/13 |
Neural nets:
Goodfellow et al. (2016), Ch 11 (Practical Methodology) |
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Wednesday, 3/15 | Course Project | — | |||
Monday, 3/27 | Goodfellow et al. (2016), Ch 11 (Practical Methodology) |
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Exam 1 (take home) | — | |
Wednesday, 3/29 | — | — | |||
Friday, 3/31 | — | — | — | — | — |
Monday, 4/3 | (continuation/conclusion of CNN/RNN) | — | — | — | Exam 1 |
Wednesday, 4/5 | No class | — | — | — | — |
Monday, 4/10 | Poole and Mackwork: Ch 12.1 (intro to RL), Ch 12.4 (Q-learning), Ch 12.5 (exploration vs. exploitation), Ch 12.9 (RL with features: SARSA, leading to deep Q-learning), | — | — | — | |
Wednesday, 4/12 | — | — | — | ||
Monday 4/17 | CIML Ch 15.2 |
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Wednesday 4/19 | CIML Ch 15.1 |
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Monday, 4/24 | CIML Ch 11 (Kernel + SVM), 7.7 (SVM) |
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Wednesday, 4/26 | CIML Ch 16 |
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Monday, 5/1 | — | — | |||
Wednesday 5/3--Monday 5/15 |
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Monday 5/16 | Continuation of PGMs, and | — | — | — | — |