Unit 2: Applied data science with Python

Lesson Assignment Dataset GitHub Download
10: Pandas Lesson 10 activity Student performance data
Electronics sales data
INC 1: 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
INC 1-3: Incremental Capstone 1-3 Data cleaning and exploration Original NSMES 1988 patient data
INC 4: 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
INC 5: 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
INC 6: 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
34: Recurrent neural networks Lesson 34 demo/activity 2016 Twitter sentiment data
INC 9: Incremental Capstone 9 Banking customer data
INC 10: Incremental Capstone 10 Face mask detection dataset
INC 11: Incremental Capstone 11 Grammar and Product Reviews
INC 12: Incremental Capstone 12 Dental X-rays
CEP4 #A: Course End Project 4 Home Loan Home Loan - Data
Home Loan - Dictionary
CEP4 #B: Course End Project 4 Lending Club Lending_Club - Data

Unit 5: Natural Language Processing

Lesson Assignment Dataset GitHub Download
INC 13: Incremental Capstone 13 INC 13: Natural language processing Labeled Training Dataset
Unlabeled Testing Dataset
CEP 5: Course End Project 5 CEP 5: Natural language processing Data Dictionary
Department of Product
Issues
Customer Reviews