# Principles of Data Science ðŸ“Š

DSC 10, Spring 2022 at UC San Diego

** ðŸ‘‹ Welcome!** Please start by reading this website, especially the syllabus and the schedule below.

Zoom Link for Remote Office Hours Podcast Recordings

### Week 1 â€“ Association and Causality, Python Basics

- Mar 28
**LEC 1**Introduction- Mar 30
- Apr 1
- Apr 2
**SUR****Beginning of Quarter Survey (due 11:59pm)**

### Week 2 â€“ Arrays and DataFrames

- Apr 4
**LEC 4**Arrays and DataFrames- Apr 5
- Apr 6
- Apr 8
**LEC 6**More Queries and GroupBy- Apr 9

### Week 3 â€“ Data Visualization, Functions

- Apr 11
**LEC 7**Data Visualization**DIS 2**Arrays and DataFrames- Apr 12
- Apr 13
- Apr 15
**LEC 9**Functions and Apply- Apr 16

### Week 4 â€“ More DataFrame Operations, Probability

- Apr 18
**DIS 3**Plotting and Functions- Apr 19
- Apr 20
- Apr 22
**LEC 12**Probability- Apr 23
**Lab 4****DataFrames, Control Flow, and Probability (due 11:59pm)**

### Week 5 â€“ Simulation, Sampling, Midterm Exam

- Apr 25
**LEC 13**Simulation- Apr 26
**HW 4****DataFrames, Control Flow, and Probability (due 11:59pm)**- Apr 27
**LEC 14**Distributions and Sampling**Review**Midterm Review, Solutions, Zoom Recording (sign in w/ SSO), YouTube- Apr 29
**Exam****Midterm Exam, Solutions**

### Week 6 â€“ Hypothesis Testing and Permutation Testing

- May 2
**LEC 15**Hypothesis Testing**DIS 5**Midterm Solutions- May 4
**PROJ****Midterm Project (due 11:59pm)**(find a partner) (pair programming)- May 6
**LEC 17**Permutation Testing- May 7
**Lab 5****Simulation, Sampling, and Hypothesis Testing (due 11:59pm)**

### Week 7 â€“ Bootstrapping, Confidence Intervals

- May 9
**LEC 18**Causality, Bootstrapping- May 10
**HW 5****Simulation, Sampling, and Hypothesis Testing (due 11:59pm)**- May 11
- May 13
- May 14

### Week 8 â€“ Normal Curve, Central Limit Theorem

- May 16
**LEC 21**Normal Curve- May 17
**HW 6****Permutation Testing, Percentiles, and Bootstrapping (due 11:59pm)**- May 18
- May 20
**LEC 23**Experiment Design- May 21
**Lab 7****Center, Spread, and the Normal Distribution (due 11:59pm)**

### Week 9 â€“ Regression

- May 23
**LEC 24**Prediction and Correlation**DIS 8**Normal Curve, and CLT- May 24
**HW 7****Confidence Intervals, Normal Distributions, CLT (due 11:59pm)**- May 25
**LEC 25**Regression and Least Squares- May 27
- May 28
**Lab 8****Regression (due 11:59pm)**

### Week 10 â€“ Review, Final Exam

- May 30
Memorial Day Holiday (No Lecture)

- Jun 1
**LEC 27**Review**PROJ****Final Project (due 11:59pm)**(find a partner) (pair programming)- Jun 3
**LEC 28**Review, Conclusion- Jun 4
**SUR****End of Quarter Survey + CAPEs (due 2:59pm) + TA Evals (due 6/6)****Exam****Final Exam (in-person, 3-6pm)**