Theoretical Foundations of Data Science I
DSC 40A, Spring 2024 at UC San Diego
Suraj Rampurehe/him
Lecture(s): TuTh 12:30-1:50PM (A), 2-3:20PM (B), Center Hall 212
Jump to the current week Assignment Solutions
The Midterm Exam is on Tuesday, May 7th during lecture! Read the logistics post on Ed ASAP, and prepare by:
- Coming to the review session TODAY (Friday) in Center Hall 109 from 2-5PM. View the problems weโll take up here. Itโll be podcasted if you canโt make it.
- Attempting past exam problems at practice.dsc40a.com.
- Creating your own index card to bring to the exam, using our example index card as inspiration (if you want).
Week 1 โ Modeling and Loss Functions
๐ Read Note 1, Pages 1-12.
- Tue Apr 2
LEC 1 Introduction to Modeling
SUR Welcome Survey
- Thu Apr 4
LEC 2 Empirical Risk Minimization
Week 2 โ Simple Linear Regression
๐ Read the spread notes and Note 2, Pages 1-7.
Week 3 โ Linear Algebra Review
๐ Read Note 2, Pages 7-13 and take a look at the Week 2 Lecture FAQs.
Week 4 โ Regression and Linear Algebra
๐ Read Note 2, Pages 10-19.
Week 5 โ Multiple Linear Regression, Feature Engineering
๐ Read Note 1, Pages 16-17.
Week 6 โ Midterm Exam, Gradient Descent
- Mon May 6
DISC 5 Groupwork 5
- Tue May 7
EXAM Midterm Exam (in person, during assigned lecture)
- Thu May 9
LEC 11 Gradient Descent in Multiple Dimensions
HW 5 Homework 5
Week 7 โ Probability
- Mon May 13
DISC 6 Groupwork 6
- Tue May 14
LEC 12 Rules of Probability
- Thu May 16
LEC 13 Combinatorics
HW 6 Homework 6
Week 8 โ Combinatorics, Independence
- Mon May 20
DISC 7 Groupwork 7
- Tue May 21
LEC 14 More Combinatorics
- Thu May 23
LEC 15 Independence and Bayes' Theorem
HW 7 Homework 7