Schedule

Week 1

Date		Class Materials	Supplemental Materials	Labs
Mon		Introduction to Data slides | colab
Tue		Introduction to Notebooks and Colab
Wed		Relationships between Categorical Variables slides | colab		Lab 1A Assigned
Thu		Comparing COVID Fatalities
Fri		Quantitative Variables slides | colab	"The Shock of the Mean"	Lab 1B Assigned

Week 2

Date		Class Materials	Supplemental Materials	Lab
Mon		The Split-Apply-Combine Paradigm slides | colab
Tues		Who's Faster -- Usain Bolt or Michael Phelps?
Wed		Multivariate Data and the Grammar of Graphics slides | colab		Lab 1A Due Lab 2A Assigned
Thurs		2000 U.S. Presidential Election in Florida
Fri		Distances between Observations slides | colab	Challenger Data Analysis Challenger Data Reading	Lab 1B Due Lab 2B Assigned

Week 3

Date		Class Materials	Supplemental Materials	Lab
Mon		MLK Day (no class)
Tue		Cars and Fuel Efficiency
Wed		Encoding Categorical Variables as Quantitative slides | colab	Sparse matrix (Wikipedia)
Thu		Recommending Colleges
Fri		Textual Data and the Bag-of-Words Representation slides | colab		Lab 2A Due

Week 4

Date		Class Materials	Supplemental Materials	Lab
Mon		The Vector Space Model and TF-IDF slides | colab		Lab 2B Due Lab 3A Assigned
Tue		Matching Dating Profiles
Wed		Exam 1 (in Hewlett 201)
Thu		Who Wrote the Gospels?	Synoptic Gospels
Fri		Introduction to Machine Learning slides | colab		Lab 3B Assigned

Week 5

Date		Class Materials	Supplemental Materials	Lab
Mon		K-Nearest Neighbors slides | colab
Tue		Predicting House Prices
Wed		Evaluating Regression Models slides | colab	Spurious Correlations	Lab 3A Due [solutions]
Thu		Evaluating House Price Models
Fri		Model Selection and Hyperparameter Tuning slides | colab		Lab 4A Assigned

Week 6

Date		Class Materials	Supplemental Materials	Lab
Mon		Guest Lecture: Martina Fu (Stanford Epidemiology)		Lab 3B Due
Tue		Grid Search	Regression Trees (video)
Wed		Classification and K-Nearest Neighbors slides | colab Talk about final project		Lab 4B Assigned
Thu		Handwritten Digit Classification
Fri		Evaluating Classification Models slides | colab		Lab 4A Due

Week 7

Date		Class Materials	Supplemental Materials	Lab
Mon		Presidents' Day (no class)
Tue		Predicting Online Shopping Behavior
Wed		Unsupervised Learning and K-Means Clustering slides | colab
Thu		Document Clustering Image Compression Using Clustering
Fri		Hierarchical Data slides | colab	Lab 4B Due

Week 8

Date		Class Materials	Supplemental Materials	Lab
Mon		Web Scraping slides | colab	Tarpits to trick and trap AI scrapers
Tue		Ensemble Models		Lab 5A assigned
Wed		Exam 2 (in Hewlett 201 or CoDa B60)
Thu		Scraping Data from REST APIs
Fri		Data Privacy and Exam Scores colab	Fill out the Final Project survey. Apply to be a CA!	Lab 5B assigned