DSC 80 – The Practice and Application of Data Science
This Week
Final Exams
Final Exam on Tuesday, Dec 07
Week 10
Model Evaluation and Fairness
Lecture 18 — Model Evaluation and Fairness
Lecture 17 — Examples
Project 5 Checkpoint
- No checkpoint for this project. π₯³
Week 9
Thanksgiving Week
Lecture 16 — Model Validation
Week 8
Features and sklearn
Lecture 15 — Model Pipelines
- π Reading Chapters 9.2 - Data Pipelines
Lecture 14 — Features
- π Reading Chapter 9.1 - Feature Engineering
Discussion 8
- Available now on GitHub.
- Discussions are extra credit.
Was due
Saturday, Nov 20 at 23:59 PM
Week 7
Text Features
Reminder: no lecture on Thursday, November 11 due to Veterans Day.
Lecture 13 — Extracting Information from Text
- π Reading Chapter 8.2 - Information Extraction from Text
-
π₯ Videos
Week 6
Regex
Midterm on Tuesday, Nov 02
Lecture 12 — Text Data
- π Reading Chapter 8.1 - Text Processing
- π₯ Videos
Week 5
HTTP and HTML
Lecture 11 — Parsing Nested Data
- π Reading Chapter 7.3 - Parsing HTML
Lecture 10 — Collecting Data
- π Reading Chapters 7.1 and 7.2 - Data Collection
- π₯ Videos
Week 4
Missingness
Lecture 9 — Imputation
Lecture 8 — Missingness
Week 3
Permutation Tests
Lecture 7 — Permutation Tests
Lecture 6 — Combining Data
Week 2
Hypothesis Testing and Data Granularity
Lecture 5 — Data Granularity
- π Reading Chapters 5.1 and 5.2 - Data Granularity
- π₯ Videos
Lecture 4 — Hypothesis Testing
Week 1
Tables and Messy Data
Lecture 3 — Messy Data
- π Reading Chapter 4.2 - Cleaning Messy Data
- π₯ Videos
Lecture 2 — Tabular Data
Week 0
Introduction
Welcome to DSC 80!
Here's how to get started:
- Read the syllabus.
- Join our
Campuswire
and
Gradescope
with the email invitations you received earlier this week. If
you didn't receive an email, you can use access code
3426
for Campuswire andD5RKZZ
for Gradescope. - Come to the first lecture on Thursday at 06:30 PM in CENTR 212.
See you in lecture!