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.

Sam Lau
he/him

lau@ucsd.edu

Zoom Link for Remote Office Hours Podcast Recordings

Week 1

Mon Jun 27

LEC 1 Introduction 🎥

CIT 1.2-1.3

Wed Jun 29

LEC 2 Association and Causality

CIT 2

Fri Jul 1

LEC 3 Expressions and Data Types

Notes 1-6

Sat Jul 2

Lab 1 Expressions and Data Types

Week 2

Mon Jul 4

July 4 Holiday

Tue Jul 5

HW 1 Causality and Basic Python

Wed Jul 6

LEC 4 Arrays

Notes 7-8

Fri Jul 8

LEC 5 DataFrames: Accessing, Sorting, and Querying

Notes 9-10

Sat Jul 9

Lab 2 Arrays and DataFrames

Week 3

Mon Jul 11

LEC 6 More Queries and GroupBy

Notes 10-11

Tue Jul 12

HW 2 Arrays and DataFrames

Wed Jul 13

LEC 7 Data Visualization

Notes 14-17

Fri Jul 15

LEC 8 Histograms and Overlaid Plots

Notes 14-17

Sat Jul 16

Lab 3 Data Visualization and Python Functions

Week 4

Mon Jul 18

LEC 9 Functions and Apply

Note 12

Tue Jul 19

HW 3 Data Visualization and Python Functions

Wed Jul 20

LEC 10 Grouping with Subgroups, Merge

Note 11.4, 13

Fri Jul 22

LEC 11 Booleans and Conditionals, Iteration

CIT 9.1-9.2

Sat Jul 23

Lab 4 DataFrames, Control Flow, and Probabilit

Week 5

Mon Jul 25

LEC 12 Probability

Note 18

Tue Jul 26

HW 4 DataFrames, Control Flow, and Probability

Wed Jul 27

LEC 13 Simulation

Note 18

Fri Jul 29

Exam Midterm Exam

Week 6

Mon Aug 1

LEC 14 Distributions and Sampling

Notes 19-20

Tue Aug 2

PROJ Midterm Project

Wed Aug 3

LEC 15 Hypothesis Testing

Note 21

Fri Aug 5

LEC 16 Hypothesis Testing, Continued

Note 21

Sat Aug 6

Lab 5 Simulation, Sampling, and Hypothesis Testing

Week 7

Mon Aug 8

LEC 17 Permutation Testing

Note 22

Tue Aug 9

HW 5 Simulation, Sampling, and Hypothesis Testing

Wed Aug 10

LEC 18 Causality, Bootstrapping

Note 23

Fri Aug 12

LEC 19 Percentiles and Confidence Intervals

Notes 24-25

Sat Aug 13

Lab 6 Resampling and the Bootstrap

Week 8

Mon Aug 15

LEC 20 Confidence Intervals, Center and Spread

CIT 14.1-14.2

Tue Aug 16

HW 6 Permutation Testing, Percentiles, and Bootstrapping

Wed Aug 17

LEC 21 Normal Curve

CIT 14.3-14.4

Fri Aug 19

LEC 22 Central Limit Theorem

CIT 14.4-14.5

Sat Aug 20

Lab 7 Center, Spread, and the Normal Distribution

Week 9

Mon Aug 22

LEC 23 Experiment Design

CIT 14.6

Tue Aug 23

HW 7 Confidence Intervals, Normal Distributions, and the CLT

Wed Aug 24

LEC 24 Prediction and Correlation

CIT 15.1-15.2

Fri Aug 26

LEC 25 Regression and Least Squares

CIT 15.2-15.3

Sat Aug 27

Lab 8 Regression

Week 10

Mon Aug 29: LEC 26 Residuals and Inference
Tue Aug 30: PROJ Final Project
Wed Aug 31: LEC 27 Review
Fri Sep 2: LEC 28 Review, Conclusion
Sat Sep 3: Exam Final Exam (11:30am-2:30pm)