Principles of Data Science
DSC 10, Fall 2022 at UC San Diego
Suraj Rampurehe/him
rampure@ucsd.edu • Lecture(s): C00 (MWF 1-1:50PM, PCYNH 122)
Puoya Tabaghihe/him
ptabaghi@ucsd.edu • Lecture(s): D00 (MWF 12-12:50PM, PCYNH 120)
Janine Tiefenbruckshe/her
jlobue@ucsd.edu • Lecture(s): A00 (MWF 10-10:50AM, CSB 001), B00 (MWF 11-11:50AM, CSB 001)
Welcome to DSC 10! 👋 Get started by reading the syllabus.
Below, you can access lecture material in two ways:
- By clicking the title of the lecture, which will open the lecture on DataHub, where we will run our code in this course. (More on this on Wednesday.)
- By clicking ✏️, which will open the lecture as a static HTML page, which you can download as a PDF and annotate on your tablet.
Week 0
- Fri Sep 23
LEC 1 Introduction ✏️
Week 1
- Mon Sep 26
LEC 2 Association and Causality ✏️
- Wed Sep 28
LEC 3 Expressions and Data Types ✏️
- Fri Sep 30
LEC 4 Strings and Arrays ✏️
- Sat Oct 1
Week 2
- Mon Oct 3
LEC 5 DataFrames: Accessing, Sorting, and Querying
DIS 2 Python Basics, Arrays, and DataFrames
- Tue Oct 4
- Wed Oct 5
LEC 6 More Queries and GroupBy
- Fri Oct 7
LEC 7 Data Visualization
- Sat Oct 8
Lab 2 Arrays and DataFrames
Week 3
- Mon Oct 10
LEC 8 Histograms and Overlaid Plots
DIS 3 Querying, Grouping, and Plotting
- Tue Oct 11
HW 2 Arrays and DataFrames
- Wed Oct 12
LEC 9 Functions and Apply
- Fri Oct 14
LEC 10 Grouping with Subgroups, Merge
- Sat Oct 15
Lab 3 Data Visualization and Python Functions
Week 4
- Mon Oct 17
LEC 11 Booleans and Conditionals, Iteration
DIS 4 Functions, Subgroups, Merge, and Control Flow
- Tue Oct 18
HW 3 Data Visualization and Python Functions
- Wed Oct 19
LEC 12 Probability
- Fri Oct 21
LEC 13 Simulation
- Sat Oct 22
Lab 4 DataFrames, Control Flow, and Probability
Week 5
- Mon Oct 24
LEC 14 Distributions and Sampling
DIS 5 Probability and Simulation
- Tue Oct 25
HW 4 DataFrames, Control Flow, and Probability
- Wed Oct 26
LEC 15 Hypothesis Testing
- Fri Oct 28
Exam Midterm Exam (in class)
Week 6
- Mon Oct 31
LEC 16 Hypothesis Testing, Continued
DIS 6 Midterm Solutions and Hypothesis Testing
- Tue Nov 1
PROJ Midterm Project
- Wed Nov 2
LEC 17 Permutation Testing
- Fri Nov 4
LEC 18 Causality, Bootstrapping
- Sat Nov 5
Lab 5 Simulation, Sampling, and Hypothesis Testing
Week 7
- Mon Nov 7
LEC 19 Percentiles and Confidence Intervals
DIS 7 Hypothesis Testing and Permutation Testing
- Tue Nov 8
HW 5 Simulation, Sampling, and Hypothesis Testing
- Wed Nov 9
LEC 20 CIs for Hypothesis Testing, Center and Spread
- Fri Nov 11
No Lecture (Veterans Day 🎖️)
- Sat Nov 12
Lab 6 Resampling and the Bootstrap
Week 8
- Mon Nov 14
LEC 21 Normal Curve
DIS 8 Permutation Testing and Bootstrapping
- Tue Nov 15
HW 6 Permutation Testing, Percentiles, and Bootstrapping
- Wed Nov 16
LEC 22 Central Limit Theorem
- Fri Nov 18
LEC 23 Experiment Design
- Sat Nov 19
Lab 7 Center, Spread, and the Normal Distribution
Week 9
- Mon Nov 21
LEC 24 Prediction and Correlation
DIS 9 Normal Curve and CLT
- Tue Nov 22
HW 7 Confidence Intervals, Normal Distributions, and the CLT
- Wed Nov 23
LEC 25 Regression and Least Squares
- Fri Nov 25
No Lecture (Thanksgiving 🦃)
- Sat Nov 26
Lab 8 Regression
Week 10
- Mon Nov 28
LEC 26 Residuals and Inference
DIS 10 Regression
- Tue Nov 29
PROJ Final Project
- Wed Nov 30
LEC 26 Review
- Fri Dec 2
LEC 27 Review and Conclusion
- Sat Dec 3
Exam Final Exam (11:30AM-2:30PM)