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DSC 40A

Theoretical Foundations of Data Science I

DSC 40A, Fall 2024 at UC San Diego

Gal Mishne
she/her/hers

gmishne@ucsd.edu

Lecture(s): MWF 4:00-4:50PM Pepper Canyon Hall 106

Jump to the current week Assignment Solutions

Week 0 - Introduction to Modeling

Fri Sep 27

LEC 1 Introduction to Modeling
                       

SUR Welcome Survey

Week 1 - Loss Functions
📘 Read Note 1, Pages 1-12, xkcd.

Mon Sep 30

LEC 2 Empirical Risk Minimization
                       

DISC 1 Groupwork 1 (due Friday Oct. 4th)
                  

Wed Oct 2

LEC 3 Empirical Risk Minimization
                       

Fri Oct 4

LEC 4 Comparing loss functions
                       

Week 2 – Simple Linear Regression
📘 Read the spread notes and Note 2, Pages 1-7, xkcd.

Mon Oct 7

LEC 5 Prediction with features
                       

DISC 2 Groupwork 2
                  

Wed Oct 9

LEC 6 Linear regression
                       

Fri Oct 11

LEC 7 Linear regression continued     

HW 1 due Homework 1
                     

Week 3 – Linear Algebra: Dot products and projections
🎥 Watch 3blue1brown, xkcd.

Mon Oct 14

LEC 8 Linear algebra - vectors and dot product
                       

DISC 3 Groupwork 3
                  

Fri Oct 18

LEC 9 Linear algebra - span and projections     

Fri Oct 18

HW 2 due Homework 2