Resources

Course texts

• Mathematics for Machine Learning
• A Course in Machine Learning
• Model-Based Machine Learning
• Doing Bayesian Data Analysis
• Visualization Analysis and Design

Python and data science

• Python 3 documentation
• Official Python style guide (PEP 8)
• NumPy documentation
• Matplotlib documentation
• pandas documentation
• scikit-learn documentation

Data and visualization

• Fundamentals of Data Visualization
• Kaggle datasets
• OpenDataPhilly
• Data.gov