Principles of Data Science 📊
DSC 10, Summer 2022 at UC San Diego
👋 Welcome! Please start by reading this website, especially the syllabus and the schedule below.
Zoom Link for Remote Office Hours Podcast Recordings
Week 1
- Mon Jun 27
LEC 1 Introduction 🎥
- Wed Jun 29
- Fri Jul 1
- Sat Jul 2
Week 2
- Mon Jul 4
July 4 Holiday
- Tue Jul 5
- Wed Jul 6
LEC 4 Arrays
- Fri Jul 8
Week 3
- Mon Jul 11
LEC 6 More Queries and GroupBy
- Tue Jul 12
Lab 2 Arrays and DataFrames
- Wed Jul 13
LEC 7 Data Visualization
- Fri Jul 15
- Sat Jul 16
Week 4
- Mon Jul 18
LEC 9 Functions and Apply
- Tue Jul 19
- Wed Jul 20
- Fri Jul 22
- Sat Jul 23
Week 5
- Mon Jul 25
LEC 12 Probability (blank pdf) (annotated pdf)
- Tue Jul 26
- Wed Jul 27
LEC 13 Simulation
- Fri Jul 29
- Sat Jul 30
Week 6
- Mon Aug 1
LEC 14 Distributions and Sampling
- Wed Aug 3
LEC 15 Hypothesis Testing
- Fri Aug 5
LEC 16 Hypothesis Testing, Continued (blank) (complete)
- Sat Aug 6
PROJ Midterm Project
Week 7
- Mon Aug 8
LEC 17 Permutation Testing (blank) (complete)
- Tue Aug 9
- Wed Aug 10
LEC 18 Causality, Bootstrapping
- Fri Aug 12
LEC 19 Percentiles and Confidence Intervals
- Sat Aug 13
Week 8
- Mon Aug 15
LEC 20 Confidence Intervals, Center and Spread
- Tue Aug 16
Lab 6 Resampling and the Bootstrap
- Wed Aug 17
LEC 21 Normal Curve
- Fri Aug 19
LEC 22 Central Limit Theorem
- Sat Aug 20
HW 6 Permutation Testing, Percentiles, and Bootstrapping
Week 9
- Mon Aug 22
LEC 23 Experiment Design
- Tue Aug 23
Lab 7 Center, Spread, and the Normal Distribution
- Wed Aug 24
LEC 24 Prediction and Correlation
- Fri Aug 26
LEC 25 Regression and Least Squares
- Sat Aug 27
HW 7 Confidence Intervals, Normal Distributions, and the CLT
Week 10
- Mon Aug 29
LEC 26 Residuals and Inference
- Tue Aug 30
Lab 8 Regression
- Wed Aug 31
LEC 27 Review
PROJ Final Project
- Fri Sep 2
LEC 28 Review, Conclusion
- Sat Sep 3
Exam Final Exam (11:30am-2:30pm)