# Principles of Data Science π

DSC 10, Winter 2022 at UC San Diego

Welcome to DSC 10! Make sure youβre familiar with the Syllabus. The Zoom link to join all course events can be found below.

### Week 1 β Welcome to DSC 10! π

- Jan 3
**LEC 1**Introduction π₯- Jan 5
- Jan 7

### Week 2

- Jan 10
**LEC 4**Arrays and DataFrames π₯- Jan 11
- Jan 12
- Jan 14
**LEC 6**More Queries and GroupBy π₯- Jan 15

### Week 3

- Jan 17
No Lecture (MLK Day)

**DIS 2**Arrays and DataFrames π₯- Jan 18
- Jan 19
**LEC 7**Data Visualization π π₯- Jan 21
**LEC 8**Histograms and Overlaid Plots- Jan 22

### Week 4

- Jan 24
**LEC 9**Functions and Apply**DIS 3**Plotting and Functions- Jan 25
- Jan 26
**LEC 10**Grouping with Subgroups, Merge- Jan 28
**LEC 11**Booleans and Conditionals, Iteration- Jan 29
**HW 3****Data Visualization and Python Functions (due 1/29)**

### Week 5

- Jan 31
**LEC 12**Probability**DIS 4**Merge, Conditionals, and Iteration- Feb 1
**Lab 4****DataFrames, Control Flow, and Probability (due 2/1)**- Feb 2
**LEC 13**Simulation- Feb 4
**LEC 14**Distributions and Sampling- Feb 5
**HW 4****DataFrames, Control Flow, and Probability (due 2/5)**

### Week 6

### Week 7

- Feb 14
**LEC 17**Permutation Testing**DIS 6**Hypothesis Testing- Feb 15
**Lab 5****Simulation, Sampling, and Hypothesis Testing (due 2/15)**- Feb 16
**LEC 18**Causality, Bootstrapping- Feb 18
**LEC 19**Percentiles and Confidence Intervals- Feb 19
**HW 5****Simulation, Sampling, and Hypothesis Testing (due 2/19)**

### Week 8

- Feb 21
No Lecture (Presidentsβ Day)

**DIS 7**Permutation Testing (Recording Only)- Feb 22
**Lab 6****Resampling and the Bootstrap (due 2/22)**- Feb 23
**LEC 20**Confidence Intervals, Center and Spread- Feb 25
**LEC 21**Normal Curve- Feb 26
**HW 6****Permutation Testing, Percentiles, and Bootstrapping (due 2/26)**

### Week 9

- Feb 28
**LEC 22**Central Limit Theorem**DIS 8**Bootstrapping and Confidence Intervals- Mar 1
**Lab 7****Center, Spread, and the Normal Distribution (due 3/1)**- Mar 2
**LEC 23**Experiment Design- Mar 4
**LEC 24**Prediction and Correlation- Mar 5
**HW 7****Confidence Intervals, Normal Distributions, and the CLT (due 3/5)**

### Week 10

- Mar 7
**LEC 25**Regression and Least Squares**DIS 9**Normal Curve and CLT- Mar 8
**Lab 8****Regression (due 3/8)**- Mar 9
**LEC 26**Review**PROJ****Final Project (due 3/9)****DIS 10**Review Discussion- Mar 11
**LEC 27**Conclusion- Mar 12
**Exam****Final Exam (3-6PM)**