Principles of Data Science
DSC 10, Winter 2023 at UC San Diego
This is the website of a previous offering of DSC 10. To see the most recent offering, go to dsc10.com, and to see other DSC course websites, go to dsc-courses.github.io.
Week 1
- Mon Jan 9
LEC 1 Introduction ✏️ Watch 🎥
- Wed Jan 11
LEC 2 Expressions and Data Types ✏️ Watch 🎥
DIS 1 Getting Started with Jupyter Notebooks - Dasha 🎥, Dylan 🎥
- Fri Jan 13
LEC 3 Strings and Arrays ✏️ Watch 🎥 (Extra video)
Week 2
- Tue Jan 17
Lab 0 Expressions and Data Types
- Wed Jan 18
LEC 4 DataFrames: Accessing, Sorting, and Querying✏️ Watch 🎥
DIS 2 Python Basics, Arrays, and DataFrames - Dasha 🎥, Dylan 🎥
- Fri Jan 20
- Sat Jan 21
Lab 1 Arrays and DataFrames
Week 3
- Mon Jan 23
LEC 6 Data Visualization ✏️ Watch 🎥
- Tue Jan 24
HW 1 Basic Python, Arrays, and DataFrames
- Wed Jan 25
LEC 7 Histograms and Overlaid Plots ✏️ Watch 🎥
- Fri Jan 27
LEC 8 Functions and Apply ✏️ Watch 🎥
- Sat Jan 28
Lab 2 Data Visualization and Python Functions
Week 4
- Mon Jan 30
- Tue Jan 31
HW 2 DataFrames and Data Visualization
- Wed Feb 1
LEC 10 Conditional Statements and Iteration ✏️ Watch 🎥
DIS 4 Functions, Subgroups, Merge, and Control Flow - Dasha 🎥, Dylan 🎥
- Fri Feb 3
- Sat Feb 4
Lab 3 DataFrames, Control Flow, and Probability
Week 5
- Mon Feb 6
LEC 12 Simulation ✏️ Watch 🎥
- Tue Feb 7
HW 3 DataFrames, Control Flow, and Probability
- Wed Feb 8
LEC 13 Distributions and Sampling ✏️ Watch 🎥
DIS 5 Probability and Simulation - Dylan 🎥
- Fri Feb 10
Exam Midterm Exam (in class)
Week 6
- Mon Feb 13
LEC 14 Models and Viewpoints ✏️ Watch 🎥
- Tue Feb 14
PROJ Midterm Project
- Wed Feb 15
LEC 15 Hypothesis Testing ✏️ Watch 🎥
DIS 6 Hypothesis Testing - Dasha 🎥, Dylan 🎥
- Fri Feb 17
LEC 16 TVD, Permutation Testing ✏️ Watch 🎥
- Sat Feb 18
Lab 4 Simulation, Sampling, and Hypothesis Testing
Week 7
- Tue Feb 21
HW 4 Simulation, Sampling, and Hypothesis Testing
- Wed Feb 22
LEC 17 Permutation Testing, Bootstrapping ✏️ Watch 🎥
DIS 7 Hypothesis Testing and Permutation Testing - Dasha 🎥, Dylan 🎥
- Fri Feb 24
LEC 18 Bootstrapping, Percentiles, and Confidence Intervals ✏️ Watch 🎥
- Sat Feb 25
Lab 5 Resampling and Bootstrapping
Week 8
- Mon Feb 27
- Wed Mar 1
LEC 20 Spread, The Normal Distribution ✏️ Watch 🎥
DIS 8 Permutation Testing and Bootstrapping - Dasha 🎥, Dylan 🎥
- Thu Mar 2
HW 5 Permutation Testing, Percentiles, and Bootstrapping
- Fri Mar 3
LEC 21 The Normal Distribution, The Central Limit Theorem ✏️ Watch 🎥
Week 9
- Mon Mar 6
LEC 22 The Central Limit Theorem, Choosing Sample Sizes ✏️ Watch 🎥
- Tue Mar 7
Lab 6 Center, Spread, and the Normal Distribution
- Wed Mar 8
LEC 23 Correlation ✏️ Watch 🎥
DIS 9 The Normal Distribution and the CLT - Dasha 🎥, Dylan 🎥
- Thu Mar 9
HW 6 Confidence Intervals, the Normal Distribution, and the Central Limit Theorem
- Fri Mar 10
- Sat Mar 11
Lab 7 Regression
Week 10
- Mon Mar 13
LEC 25 Residuals and Inference ✏️ Watch 🎥
- Tue Mar 14
PROJ Final Project
- Wed Mar 15
LEC 26 Review: Blank, Solutions ✏️ Watch 🎥
DIS 10 Regression - Dasha 🎥, Dylan 🎥
- Fri Mar 17
- Sat Mar 18
SUR End of Quarter Survey + CAPEs
Exam Final Exam (3-6PM in Galbraith Hall 242)