Practice and Application of Data Science
DSC 259R
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LEC 1
Introduction, Data Science Lifecycle
Ch. 1
LEC 2
🎥 | Ch. 6, 6.1
LEC 3
Ch. 6.2
LEC 4
Simpson's Paradox, Joining, Transforming
Ch. 6.3-6.5
LEC 5
Exploring and Cleaning Data
Ch. 9 and 10
LEC 6
Hypothesis and Permutation Testing
Pre-lecture review, Ch. 17
LEC 7
Fast Permutation Tests, A1, A2
LEC 8
DSP 6.3-6.5
LEC 9
Ch. 14.2-14.4
LEC 10
Ch. 14.2-14.4
LEC 11
Ch. 13
LEC 12
Ch. 13.4
LEC 13
Ch. 15.0-15.6
LEC 14
Ch. 15.7-15.9
LEC 15
Standardization, Multicollinearity, and Generalization
Ch. 16, 17.6
LEC 16
Hyperparameters, Cross-Validation, and Decision Trees
Ch. 16
LEC 17
Decision Trees and Random Forests
A1
LEC 18
Classifier Evaluation and Model Fairness
Ch. 16
LEC 19
Model Fairness, Review, Conclusion
Ch. 19.5
