Practice and Application of Data Science
DSC 80, Winter 2025 at UC San Diego
Podcasts Welcome Survey Extension Request Form
- Tue Jan 7
LEC 1
Introduction, Data Science Lifecycle
Ch. 1
- Thu Jan 9
LEC 2
Ch. 6, 6.1
- Tue Jan 14
LEC 3
Ch. 6.2
- Wed Jan 15
LAB 1
- Thu Jan 16
LEC 4
Simpson's Paradox, Joining, Transforming
Ch. 6.3-6.5
- Fri Jan 17
PROJ 1
- Tue Jan 21
LEC 5
Exploring and Cleaning Data
Ch. 9 and 10
- Wed Jan 22
LAB 2
- Thu Jan 23
LEC 6
Hypothesis and Permutation Testing
Ch. 17
- Fri Jan 24
PROJ 1
- Tue Jan 28
LEC 7
A1, A2
- Wed Jan 29
LAB 3
- Thu Jan 30
LEC 8
DSP 6.3-6.5
- Fri Jan 31
PROJ 2
- Mon Feb 10
DISC
Zoom Recording password:
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- Tue Feb 11
EXAM
- Wed Feb 12
LAB 5
- Thu Feb 13
LEC 11
Ch. 13
- Fri Feb 14
PROJ 3
- Tue Feb 25
LEC 14
Ch. 15.7-15.9
- Wed Feb 26
LAB 7
Regular Expressions and Text Data
- Thu Feb 27
LEC 15
Standardization, Multicollinearity, and Generalization
Ch. 16, 17.6
- Fri Feb 28
FINAL PROJ
Final Project Checkpoint 1
- Tue Mar 4
LEC 16
Hyperparameters, Cross-Validation, and Decision Trees
Ch. 16
- Wed Mar 5
LAB 8
Modeling and Feature Engineering
- Thu Mar 6
LEC 17
Decision Trees and Random Forests
A1
- Fri Mar 7
FINAL PROJ
Final Project Checkpoint 2
- Tue Mar 11
LEC 18
Classifier Evaluation and Model Fairness
Ch. 16
- Wed Mar 12
LAB 9
- Thu Mar 13
LEC 19
Ch. 19.5
- Fri Mar 14
FINAL PROJ
Week 11 – Final Exam and Project 5
- Thu Mar 20
EXAM
