Principles of Data Science 📊

DSC 10, Winter 2022 at UC San Diego

Suraj Rampure
he/him

rampure@ucsd.edu

Lecture(s): A00 (MWF 1-1:50PM), B00 (MWF 2-2:50PM)

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

Zoom Link Recordings

Week 1 – Welcome to DSC 10! 👋

Jan 3

LEC 1 Introduction 🎥

CIT 1.2-1.3

Jan 5

LEC 2 Association and Causality 🎥

CIT 2

Jan 7

LEC 3 Expressions and Data Types 🎥

Notes 1-6

Week 2

Jan 10

LEC 4 Arrays and DataFrames 🎥

Notes 7-8

DIS 1 Python Basics and Causality 🎥

Jan 11

Lab 1 Expressions and Data Types (due 1/11)

Jan 12

LEC 5 Accessing, Sorting, and Querying 🎥

Notes 9-10

Jan 14

LEC 6 More Queries and GroupBy 🎥

Notes 10-11

Jan 15

HW 1 Causality and Basic Python (due 1/15)

Week 3

Jan 17

No Lecture (MLK Day)

DIS 2 Arrays and DataFrames 🎥

Jan 18

Lab 2 Arrays and DataFrames (due 1/18)

Jan 19

LEC 7 Data Visualization 📈 🎥

Notes 14-17

Jan 21

LEC 8 Histograms and Overlaid Plots

Notes 14-17

Jan 22

HW 2 Arrays and DataFrames (due 1/22)

Week 4

Jan 24

LEC 9 Functions and Apply

Note 12

DIS 3 Plotting and Functions

Jan 25

Lab 3 Data Visualization and Python Functions (due 1/25)

Jan 26

LEC 10 Grouping with Subgroups, Merge

Note 11.4, 13

Jan 28

LEC 11 Booleans and Conditionals, Iteration

CIT 9.1-9.2

Jan 29

HW 3 Data Visualization and Python Functions (due 1/29)

Week 5

Jan 31

LEC 12 Probability

Note 18

DIS 4 Merge, Conditionals, and Iteration

Feb 1

Lab 4 DataFrames, Control Flow, and Probability (due 2/1)

Feb 2

LEC 13 Simulation

Note 18

Feb 4

LEC 14 Distributions and Sampling

Notes 19-20

Feb 5

HW 4 DataFrames, Control Flow, and Probability (due 2/5)

Week 6

Feb 7

LEC 15 Hypothesis Testing

Note 21

DIS 5 Midterm Review

Feb 9

Exam Midterm Exam (in class)

Feb 11

LEC 16 Hypothesis Testing, Continued

Note 21

Feb 12

PROJ Midterm Project (due 2/12)

Week 7

Feb 14

LEC 17 Permutation Testing

Note 22

DIS 6 Hypothesis Testing

Feb 15

Lab 5 Simulation, Sampling, and Hypothesis Testing (due 2/15)

Feb 16

LEC 18 Causality, Bootstrapping

Note 23

Feb 18

LEC 19 Percentiles and Confidence Intervals

Notes 24-25

Feb 19

HW 5 Simulation, Sampling, and Hypothesis Testing (due 2/19)

Week 8

Feb 21

No Lecture (Presidents’ 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

CIT 14.1-14.2

Feb 25

LEC 21 Normal Curve

CIT 14.3-14.4

Feb 26

HW 6 Permutation Testing, Percentiles, and Bootstrapping (due 2/26)

Week 9

Feb 28

LEC 22 Central Limit Theorem

CIT 14.4-14.5

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

CIT 14.6

Mar 4

LEC 24 Prediction and Correlation

CIT 15.1-15.2

Mar 5

HW 7 Confidence Intervals, Normal Distributions, and the CLT (due 3/5)

Week 10

Mar 7

LEC 25 Regression and Least Squares

CIT 15.2-15.3

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)