Introduction-to-Python

City Colleges of Chicago Intro to Python for AWS Machine Learning University Program Fall 2023

To download the materials to your own computer, click on the green Code button and choose Download ZIP. Unzip the folder. Open Jupyter Lab and navigate to the folder you downloaded. Start with the first link below.

Links to open the notebooks on the cloud (Google Colab):

Jupyter Notebook

Week 1 Python Basics

Day 1 Lecture
Day 1 Lecture Answers
Day 1 Quiz
Day 1 Quiz Answers

Day 2 Lecture
Day 2 Lecture Answers
Day 2 Quiz
Day 2 Quiz Answers

Day 3 Lecture
Day 3 Lecture Answers
Day 3 Quiz
Day 3 Quiz Answers

Day 4 BONUS LEVEL Lecture
Day 4 BONUS LEVEL Lecture Answers

Week 2 Working with Data

Day 5 Pandas - Loading and viewing DataFrames; Selecting data
Day 5 Pandas Answers
Day 5 Pandas2 - Renaming columns, dropping rows and columns, sorting data, and saving DataFrames; Data aggregation; Basic plotting
Day 5 Pandas2 Answers
Day 5 Pandas Bonus - Working with Missing Data

Day 6 Numpy

Day 7 Data Viz with Matplotlib

Day 8 Intermediate Python
Machine Learning Primer

Week 3 Machine Learning Basics with Scikit-learn

Day 9 Overview of Scikit-learn
Day 10 Unsupervised learning: Clustering models
Day 11 Data cleaning / transformation
Day 12 Model selection
Day 12 Final Run