CS 451 - Fall 2018

Machine Learning

Announcements

Homework

  1. Homework 1, due Mon 9/24. Solutions.
  2. Homework 2, due Fri 10/5. Solutions. Results.
  3. Homework 3, due Fri 10/19. Solutions. Results.
  4. Homework 4, due Mon 10/29 and Fri 11/2. Solutions. Results. Reports.
  5. Homework 5, due Wed 11/14. Solutions. Results. Reports.
  6. Final project, due Fri 12/7. Proposal presentations Fri 11/16.

Schedule

DayTopic QuizClassPrepDue
W 9/12Intro Q1 C1 P1
F   9/14Linear algebra, Matlab Q2 C2 P2
M 9/17Linear regression w/ one variable Q3 C3 P3
W 9/19Linear regression w/ multiple vars Q4 C4 P4
F   9/21Logistic regression Q5 HW1
M 9/24Recap, regression exercise Q6 C6 P6 HW1
W 9/26Logistic regression w/ regularization Q7 C7 P7
F   9/28Neural nets 1 Q8 C8 P8
M 10/1Neural nets 2, backprop Q9 HW2 P9
W 10/3Neural nets 3 Q10 C10
F   10/5HW2 competition, catch up Q11 R2 P11 HW2
M 10/8Bias vs. variance Q12 C12 P12
W 10/10Precision and recall, HW3 Q13 HW3 P13
F   10/12Fall Break
M 10/15Stochastic gradient descent, SVMs Q14 HW3 P14
W 10/17SVMs, kernels, k-nearest neighbors Q15 C15
F   10/19HW3 competition, exam info Q16 R3 P16 HW3
M 10/22Midterm review Q17 Midterm
W 10/24SVMlight lab Q18 C18 P18
F   10/26K-means clustering Q19 C19 P19
M 10/29PCA Q20 C20 P20 HW4.1
W 10/31PCA 2, density estimation Q21 HW4
F   11/2HW4 competition Q22 R4 P22 HW4
M 11/5Anomaly detection, HW5 Q23 HW5 P23
W 11/7Recommender systems Q24 HW5 P24
F   11/9Low rank matrix factorization Q25 C25 P25
M 11/12ML pipelines Q26 C26 P26
W 11/14HW5, FP brainstorming Q27 R5 P27 HW5
F   11/16FP proposal presentations Q28
M 11/19 FP proposals
W 11/21Thanksgiving
F  11/23Thanksgiving

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