Practice and Application of Data Science
DSC 80, Fall 2024 at UC San Diego
Sam Lauhe/him
Lecture(s): TuTh 9:30-10:50AM (A00), 11:00AM-12:20PM (B00) in Cognitive Science 002
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Week 1 – Dataframes
- Tue Oct 1
LEC 2
🎥 | Ch. 6, 6.1
- Thu Oct 3
LEC 3
- Fri Oct 4
LAB 1
PREP 1
Environment Setup, Exam Prep 1
Week 3 – Messy Data, Statistical Testing
- Tue Oct 15
LEC 6
PROJ 1
- Thu Oct 17
LEC 7
- Fri Oct 18
LAB 3
PREP 3
Exam Prep 3
Week 4 – Missing Values
- Tue Oct 22
LEC 8
Imputation
PROJ 2
- Thu Oct 24
LEC 9
HTTP Basics
- Fri Oct 25
PREP 4
Exam Prep 4
LAB 4
Hypothesis and Permutation Testing
Week 5 – HTTP
- Mon Oct 28
EXAM
Midterm Exam (slots open between 10/28 and 11/02)
- Tue Oct 29
LEC 10
Web Scraping
PROJ 2
- Thu Oct 31
LEC 11
Regular Expressions
- Fri Nov 1
PREP 5
Exam Prep 5
Week 6 – Web data
- Mon Nov 4
LAB 5
Missing Values and Imputation
- Tue Nov 5
PROJ 3
Project 3 checkpoint
LEC 12
Text Features
- Thu Nov 7
LEC 13
Linear Regression
- Fri Nov 8
PREP 6
Exam Prep 6
LAB 6
HTTP and HTML
Week 7 – Text data, Modeling
- Tue Nov 12
PROJ 3
Project 3
LEC 14
Feature Engineering
- Thu Nov 14
LEC 15
Standardization, Multicollinearity, and Generalization
- Fri Nov 15
PREP 7
Exam Prep 7
LAB 7
Regular Expressions and Text Data
Week 9 – Modeling in Practice
- Tue Nov 26
FINAL PROJ
Final Project Checkpoint 2
LEC 18
Classifier Evaluation and Model Fairness
- Thu Nov 28
NO LECTURE: Thanksgiving break
- Fri Nov 29
PREP 9
Exam Prep 9
LAB 9
Pipelines