Unit 2: Applied data science with Python

Lesson Assignment Dataset GitHub Download
10: Pandas Lesson 10 activity Student performance data
Electronics sales data
INC1: Incremental capstone 1 Import and clean data NSMES 1988 patient data
11: Data visualization Lesson 11 activity Real estate sales data
12: Math and statistics fundamentals Lesson 12 activity Synthetic fitness and biometric data
Synthetic meteorology data
13: Probability distributions Lesson 13 demo Synthetic online sales data
15: Data Wrangling Lesson 15 activity Original California housing data
California housing data with missing values
Sales by date
Sale amounts
16: Feature Engineering Lesson 16 activity Synthetic environmental data
INC1-3: Incremental capstone 1-3 Data cleaning and exploration Original NSMES 1988 patient data
INC4: Incremental capstone 4 Data Visualization Techniques Dirty NSMES 1988 patient data

Unit 3: Machine learning

Lesson Assignment Dataset GitHub Download
19: Supervised learning regression Lesson 19 demo Diameters and circumferences of circular objects
Distance-to-water data
Preprocessed distance-to-water data
INC5: Incremental capstone 5 Florida Bike Rentals Florida Bike Rentals
20: Supervised learning classification Lesson 20 activity Kaggle diabetes prediction training data
Kaggle diabetes prediction testing data
INC6: Incremental capstone 6 Save the Princess Cure Ingredients
Game Data
Video Game Sales
Wine Data
22: Unsupervised learning: california_housing Lesson 22 activity Housing data for clustering
Market basket data for association rules
23: Recommendation systems: board games Lesson 23 activity (A) Board Game User Ratings

Unit 4: Deep Learning with TensorFlow and PyTorch

Lesson Assignment Dataset GitHub Download
28: TensorFlow Lesson 28 activity Room occupancy data
Preprocessed housing data
INC9: Incremental capstone 9 Banking customer data
INC10: Incremental capstone 10 Face mask detection dataset