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
3426for Campuswire andD5RKZZfor Gradescope. - Come to the first lecture on Thursday at 06:30 PM in CENTR 212.
See you in lecture!