AI: Probabilistic Reasoning
CSE 150A, Summer 2023 at UC San Diego
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Week 1 – Probability Basics
- Mon Jul 3
- Tue Jul 4
No LEC No Lecture, Independence Day Holiday!
No DISC No Discussion
- Wed Jul 5
LEC 2 More Probability Review
- Thu Jul 6
LEC 3 Probabilistic Inference
QUIZ 1 Quiz 1
Refl 1 Reflection 1 due
- Fri Jul 7
HW 1 HW 1 due
Week 2 – Bayes Nets and Maximum Likelihood
- Mon Jul 10
LEC 4 Bayes Net
- Tue Jul 11
LEC 5 Bayes Net, Conditional Independence, and Markov Blanket
QUIZ 2 Quiz 2
- Wed Jul 12
- Thu Jul 13
LEC 7 Maximum Likelihood Estimations
DISC 3 Discussion 3
Refl 2 Reflection 2 due
- Fri Jul 14
HW 2 HW 2 due
Week 3 – EM, HMM, and Take-home Midterm!
- Mon Jul 17
LEC 8 MLE, Naive Bayes, Markov Models, and Noisy-OR
- Tue Jul 18
LEC 9 Expectation Maximization
QUIZ 3 Quiz 3
- Wed Jul 19
NO LEC Optional Midterm Q&A
- Thu Jul 20
LEC 10 More EM and Noisy-OR
DISC 5 Discussion 5
Refl 3 Reflection 3 due
- Fri Jul 21
HW 3 HW 3 due
Week 4 – More HMM and RL
- Mon Jul 24
LEC 11 Hidden Markov Models
- Tue Jul 25
LEC 12 More HMMs
QUIZ 4 Quiz 4
- Wed Jul 26
LEC 13 More HMMs continued
- Thu Jul 27
LEC 14 Reinforcement Learning
DISC 7 Discussion 7
Refl 4 Reflection 4 due
- Fri Jul 28
HW 4 HW 4 due
Week 5 – More RL and Final Exam!
- Mon Jul 31
LEC 15 Markov Decision Processes
- Tue Aug 1
LEC 16 Q-Learning
QUIZ 5 Quiz 5
- Wed Aug 2
LEC 17 Reviews
- Thu Aug 3
LEC 18 Reviews
Refl 5 Reflection 5 due
- Fri Aug 4
Final Final Exam!
HW 5 HW 5 due