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Practice and Application of Data Science

DSC 80, Spring 2022 at UC San Diego

Suraj Rampure

Suraj Rampure

he/him

rampure@ucsd.edu

Lecture(s): MWF 3-3:50PM and 4-4:50PM in Center Hall 109 or Zoom

Zoom Link Recordings Assignment Solutions

Week 1 – Welcome to DSC 80! πŸ‘‹

Mar 28

LEC 1 Introduction, Data Science Lifecycle

Ch. 1

Mar 30

LEC 2 Pandas

Ch. 2

DIS 1 Introduction (due 4/2)

Apr 1

LEC 3 More Pandas

Ch. 2, 3

Week 5 – Midterm Exam ‼️

Apr 25

LEC 13 Imputation

Ch. 6.3-6.5

Lab 4 Pivot Tables, Permutation Testing, and Missing Values (due 4/25)

Apr 27

SRV Mid-Quarter Survey (due 4/27 before the exam)

Exam Midterm Exam (in-person, during lecture)

Apr 29

LEC 14 HTTP Basics

Ch. 7.1-7.2

Apr 30

PROJ 2 COVID Vaccinations 🦠 (due 4/30)

Week 9 – Model Evaluation

May 23

LEC 24 Cross-Validation

Lab 8 Feature Engineering (due 5/23)

May 25

LEC 25 Decision Trees, Grid Search, and Multicollinearity

DIS 8 Model Evaluation (due 5/28)

May 26

PROJ 4 Language Models πŸ—£ (due 5/26)

May 27

LEC 26 More Examples

Week 10 – Conclusion

May 30

N/A (Memorial Day)

May 31

Lab 9 Modeling and Pipelines (due 5/31)

Jun 1

LEC 27 Review

DIS 9 Review

Jun 3

LEC 28 Conclusion

Week 11 – Final Exam and Project 5

Jun 4

Exam Final Exam (11:30AM-2:30PM, in-person)

Jun 9

PROJ 5 Data Science Lifecycle (due 6/9, no Checkpoint)