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Theoretical Foundations of Data Science I 🧠

DSC 40A, Fall 2021 at UC San Diego

Suraj Rampure

Suraj Rampure

he/him

rampure@ucsd.edu

Lecture: Tu/Th 11AM-12:30PM, Center 109

Lecture Recordings Assignment Solutions

Week 0 – Welcome to DSC 40A! πŸ‘‹

Sep 23

LEC 1 Introduction, Learning From Data

C1, P1-5

Week 4 – Midterm

Oct 18

HW 3 Simple Linear Regression (due 10/18)

SRV 3 Survey 3 (due 10/18)

Oct 19

LEC 8 Regression and Linear Algebra (code)

C2, P9-13

REV Midterm Review Session (5-8PM, PCYNH 109)

Oct 21

Exam Midterm (in lecture)

Week 7 – Combinatorics

Nov 8

HW 5 Transformations, Clustering, and Probability (due 11/8)

SRV 5 Survey 5 (due 11/8)

Nov 9

LEC 13 Combinatorics (blank) (extra video)

Nov 10

DISC 6 Combinatorics (due 11/12)

Nov 11

N/A (Veteran’s Day)

Week 9 – Naive Bayes

Nov 22

HW 7 Conditional Probability and Independence (due 11/22)

SRV 7 Survey 7 (due 11/22)

Nov 23

LEC 16 Naive Bayes (blank)

Nov 25

N/A (Thanksgiving πŸ¦ƒ)

Week 10 – Conclusion

Nov 30

LEC 17 More Naive Bayes (blank) (code)

Dec 1

DISC 8 Probability Review (Optional) (recording)

Dec 2

LEC 18 Review, Conclusion (blank)

Dec 3

HW 8 Naive Bayes (due 12/3)

Week 11

Dec 6

SRV End of Quarter Survey (due 12/6)

Dec 8

Exam Final Exam (11:30AM-2:30PM, remote)