Practice and Application of Data Science
DSC 80, Winter 2025 at UC San Diego
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Week 2 – Dataframes
- Tue Jan 14
LEC 3
Aggregating
- Wed Jan 15
LAB 1
Python, NumPy, and Pandas
- Thu Jan 16
LEC 4
Simpson's Paradox, Joining, Transforming
- Fri Jan 17
PROJ 1
Project 1 checkpoint
Week 4 – Missing Values
- Tue Jan 28
LEC 7
Missingness Mechanisms
- Wed Jan 29
LAB 3
DataFrame Manipulation
- Thu Jan 30
LEC 8
Imputation
- Fri Jan 31
PROJ 2
Project 2 checkpoint
Week 5 – HTTP
- Tue Feb 4
LEC 9
HTTP Basics
- Wed Feb 5
LAB 4
Hypothesis and Permutation Testing
- Thu Feb 6
LEC 10
Web Scraping
- Fri Feb 7
PROJ 2
Project 2
Week 6 – Web data
- Tue Feb 11
EXAM
Midterm Exam
- Wed Feb 12
LAB 5
Missing Values and Imputation
- Thu Feb 13
LEC 11
Regular Expressions
- Fri Feb 14
PROJ 3
Project 3 checkpoint
Week 7 – Text data, Modeling
- Tue Feb 18
LEC 12
Text Features
- Wed Feb 19
LAB 6
HTTP and HTML
- Thu Feb 20
LEC 13
Linear Regression
- Fri Feb 21
PROJ 3
Project 3
Week 8 – Feature Engineering
- Tue Feb 25
LEC 14
Feature Engineering
- Wed Feb 26
LAB 7
Regular Expressions and Text Data
- Thu Feb 27
LEC 15
Standardization, Multicollinearity, and Generalization
- Fri Feb 28
FINAL PROJ
Final Project Checkpoint 1