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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
πŸ“˜ Read Note 1, Pages 1-12.

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
πŸ“˜ Read the spread notes and Note 2, Pages 1-7.

Mon Oct 7

LEC 5 Linear regression
                       

DISC 2 Groupwork 2
                  

Fri Oct 11

HW 1 due Homework 1