Skip to main content Data 198: Introduction to Real World Data Science
UC Berkeley, Spring 2024
Announcements
Week-to-Week Announcements
- Hello there! This is the Spring 2024 website for Data 198.
- To check out other offerings of the course, refer to dssdecal.org!
- This site was developed by James Geronimo.
- Thanks for stopping by!
Week 1
- Feb 12
- Welcome + Icebreakers
- LectureSlides 1
- CheckpointProject Checkpoint 0 (Due 2/19)
Week 2
- Feb 19
- Data Science Lifecycle, Using Python Libraries, Intro to Pandas (I)
- LectureSlides 2, Recording
- DemosPandas Demo I
Week 3
- Feb 26
- Intro to Pandas (II), Data Cleaning with Pandas
- LectureSlides 3
- Demos Pandas Demo II, Data Cleaning Demo
- Resources Pandas Tutor, Data 100 Lecture Slides, Pandas API Reference
- CheckpointProject Checkpoint 1 (Due 3/4)
Week 4
- Mar 4
- Data Visualization, Exploratory Data Analysis
- LectureSlides 4, Wilson’s Lightning Talk, Mini Announcements 4
- Demos Data Visualization Demo
- CheckpointProject Checkpoint 2 (Due 3/11)
Week 5
- Mar 11
- Hypothesis Testing
- LectureSlides 5, Dhruv’s Lightning Talk, Mini Announcements 5
- CheckpointProject Checkpoint 3 (Due 4/1)
Week 6
- Mar 18
- Career Panel
- LectureSlides 6, Mini Announcements 6
Week 7
- Mar 25
- No Class - Spring Break
Week 8
- Apr 1
- Basic Machine Learning Models
- LectureSlides 7, Mini Announcements 8
- ResourcesML Models Demo
- CheckpointProject Checkpoint 4 (Due 4/12)
Week 9
- Apr 8
- Model Evaluation & Cross-Validation
- LectureSlides 8, Jonathan’s Lightning Talk, Mini Announcements 9
- Resources Model Evaluation Demo
- ProjectFinal Project Submission (Due 4/15, 6:30 PM)
Week 10
- Apr 15
- Symposium I
- LectureMini Announcements 10
- Resources Clean Energy Clustering, Music Genre Classification
- ReflectionMid-Semester Feedback Reflection (Due 4/22)
Week 11
- Apr 22
- Symposium II
- LectureMini Announcements 11
- ReflectionDeCal Feedback Reflection (Due 4/26)