Practice and Application of Data Science

DSC 80, Summer 2026 at UC San Diego

Janine Tiefenbruck
she/her

jlobue@ucsd.edu

Lecture: Monday-Thursday 9:30-10:50AM on Zoom

The Midterm Exam is this Wednesday, August 19th from 2-3:50 PM. This document has important information and instructions you should be aware of! We’ll have a trial run on Monday after lecture so you can make sure you are comfortable with the exam-taking process.

Jump to the current week Welcome Survey

Week 1 – From BabyPandas to Pandas / DataFrames

Mon Aug 3

LEC 1

Introduction, Data Science Lifecycle

Ch. 1

Tue Aug 4

LEC 2

DataFrame Fundamentals

Ch. 6, 6.1

LAB 1

Wed Aug 5

LEC 3

Aggregating

Ch. 6.2

PROJ 1

Thu Aug 6

LEC 4

Simpson's Paradox, Joining, Transforming

Ch. 6.3-6.5

Fri Aug 7

LAB 2

Sat Aug 8

PROJ 1

Week 2 – Messy Data, Statistical Testing / Missing Values

Mon Aug 10

LEC 5

Exploring and Cleaning Data

Ch. 9 and 10

LAB 3

Tue Aug 11

LEC 6

Hypothesis and Permutation Testing

Ch. 17

Wed Aug 12

LEC 7

Missingness Mechanisms

A1, A2

PROJ 2

Thu Aug 13

LEC 8

Imputation

DSP 6.3-6.5

Fri Aug 14

LAB 4

Ch. 17

Sat Aug 15

PROJ 2

Week 3 – HTTP and HTML / Midterm, Regular Expressions

Mon Aug 17

LEC 9

HTTP Basics

Ch. 14.2-14.4

LAB 5

Tue Aug 18

LEC 10

Web Scraping

Ch. 14.2-14.4

Wed Aug 19

LEC 11

Midterm Review

EXAM

Midterm Exam

Thu Aug 20

LEC 12

Regular Expressions

Ch. 13

Fri Aug 21

LAB 6

Sat Aug 22

LAB 7

Regular Expressions

Ch. 13

Week 4 – Text and Modeling / Feature Engineering

Mon Aug 24

LEC 13

Text Features

Ch. 13.4

PROJ 3

Checkpoint - Language Models 🗣

Tue Aug 25

LEC 14

Linear Regression

Ch. 15.0-15.6

Wed Aug 26

LEC 15

Feature Engineering

Ch. 15.7-15.9

PROJ 3

Language Models 🗣

Thu Aug 27

LEC 16

Standardization, Multicollinearity, and Generalization

Ch. 16, 17.6

Fri Aug 28

PROJ 4

Checkpoint 1 - Data Science Lifecycle 🔁

Sat Aug 29

LAB 8

Feature Engineering

Ch. 15.7-15.9

Week 5 – Modeling in Practice / Evaluating Classifiers / Final Exam

Mon Aug 31

LEC 17

Hyperparameters, Cross-Validation, and Decision Trees

Ch. 16

LAB 9

Models and Pipelines

Tue Sep 1

LEC 18

Decision Trees and Random Forests

A1

Wed Sep 2

LEC 19

Classifier Evaluation and Model Fairness

Ch. 16

PROJ 4

Checkpoint 2 - Data Science Lifecycle 🔁

Thu Sep 3

LEC 20

Review, Conclusion

Ch. 19.5

Fri Sep 4

EXAM

Final Exam

Sat Sep 5

PROJ 4

Data Science Lifecycle 🔁


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