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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

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

Week 3

Mon Jul 11

LEC 6 More Queries and GroupBy

Notes 10-11

Tue Jul 12

Lab 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

HW 2 Arrays and DataFrames

Week 4

Mon Jul 18

LEC 9 Functions and Apply

Note 12

Tue Jul 19

Lab 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

HW 3 Data Visualization and Python Functions

Week 5

Mon Jul 25

LEC 12 Probability (blank pdf) (annotated pdf)

Note 18

Tue Jul 26

Lab 4 DataFrames, Control Flow, and Probability

Wed Jul 27

LEC 13 Simulation

Note 18

Fri Jul 29

Exam Midterm Exam (handout) (blank) (sol)

Sat Jul 30

HW 4 DataFrames, Control Flow, and Probability

Week 6

Mon Aug 1

LEC 14 Distributions and Sampling

Notes 19-20

Wed Aug 3

LEC 15 Hypothesis Testing

Note 21

Fri Aug 5

LEC 16 Hypothesis Testing, Continued (blank) (complete)

Note 21

Sat Aug 6

PROJ Midterm Project

Week 7

Mon Aug 8

LEC 17 Permutation Testing (blank) (complete)

Note 22

Tue Aug 9

Lab 5 Simulation, Sampling, and Hypothesis Testing

Wed Aug 10

LEC 18 More Permutation Testing, Causality, and Bootstrapping (blank) (complete)

Note 23

Fri Aug 12

LEC 19 Bootstrap, Percentiles, and Confidence Intervals (blank) (complete)

Notes 24-25

Sat Aug 13

HW 5 Simulation, Sampling, and Hypothesis Testing

Week 8

Mon Aug 15

LEC 20 Confidence Intervals, Center and Spread (blank) (complete)

CIT 14.1-14.2

Tue Aug 16

Lab 6 Resampling and the Bootstrap

Wed Aug 17

LEC 21 Normal Curve (blank) (complete)

CIT 14.3-14.4

Fri Aug 19

LEC 22 Central Limit Theorem (blank) (complete)

CIT 14.4-14.5

Sat Aug 20

HW 6 Permutation Testing, Percentiles, and Bootstrapping

Week 9

Mon Aug 22

LEC 23 Experiment Design (blank) (complete)

CIT 14.6

Tue Aug 23

Lab 7 Center, Spread, and the Normal Distribution

Wed Aug 24

LEC 24 Prediction and Correlation (blank) (complete)

CIT 15.1-15.2

Fri Aug 26

LEC 25 Regression and Least Squares (blank) (complete)

CIT 15.2-15.3

Sat Aug 27

HW 7 Confidence Intervals, Normal Distributions, and the CLT

Week 10

Mon Aug 29

LEC 26 Residuals and Inference (blank) (complete)

Tue Aug 30

Lab 8 Regression

Wed Aug 31

LEC 27 Review (blank)

PROJ Final Project

Fri Sep 2

LEC 28 Conclusion, How to Get Data Science Experience (complete)

Sat Sep 3

Exam Final Exam (11:30am-2:30pm)