Data 198: Introduction to Real World Data Science

UC Berkeley, Fall 2024

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Week 11 Announcements

Dec 2 · 0 min read

• A beta version of the DeCal textbook can be found here!
• Final Survey is due Friday, December 06 at 11:59pm
• Congratulations on completing the DeCal, hope you all had fun!

Quote of the week:

Week 1

Sep 23

1 Welcome, Icebreakers, Data Science Lifecycle, Course Expectations 🧊

Lecture Slides

Checkpoint Project Checkpoint 0 (Due 9/30)

Week 2

Sep 30

2 Useful Libraries, Introduction to Pandas, Project Group Reveals! 🐼

Lecture Slides

Readings Pandas 1, Pandas 2, Pandas 3

Demos Pandas

Resources Pandas API Reference

Checkpoint Project Checkpoint 1 (Due 10/07)

Week 3

Oct 7

3 Data Cleaning with Pandas 🧹

Lecture Slides, Jonathan’s Lightning Talk

Demos Data Cleaning with Pandas

Resources Data Cleaning Deepnote

Checkpoint Project Checkpoint 2 (Due 10/14)

Week 4

Oct 14

4 Data Visualization, Exploratory Data Analysis 📈

Lecture Slides, Dhruv’s Lightning Talk

Demos Data Visualization

Week 5

Oct 21

5 Career Panel and Hypothesis Testing 🔬

Lecture Slides

Demos Hypothesis Testing

Checkpoint [Project Checkpoint 3] (Due 10/28)

Week 6

Oct 28

6 Basic Machine Learning Models 🎰

Lecture Slides

Demos Machine Learning

Survey DeCal Midsemester Feedback Reflection (Due 11/04)

Week 7

Nov 4

7 Machine Learning Evaluations and Cross Validation

Lecture Slides

Demos Machine Learning Evaluation

Week 8

Nov 11

Veterans Day! No class

Week 9

Nov 18

8 Symposium 1

Lecture Mini Announcements

Week 10

Nov 25

Thanksgiving Break No class

Week 11

Dec 2

9 Symposium 2

Lecture Mini Announcements

Dec 6

10 Reflection

Survey DeCal Feedback Reflection (Due 12/06)