Pennsylvania State University

Machine Learning Resources

Python Tutorials

• Introduction to Python Kaggle
• Intermediate Python, Kaggle
• Python Tutorial, W3
• Python Tutorial, Learn Python
• Python Documentation, Python.org
• Python Tutorial, Python.org
• Scientific Python Lecture Notes

Python Programming Environments

• Jupyter notebooks, an interactive computational environment, in which you can combine code execution, rich text, mathematics, plots and rich media.
• Google Colaboratory, a hosted, web-based, Jupyter notebook service that requires no setup to use, while providing access to computing resources including GPUs.
• Juypter Lab Interactive Development Environment
• Integrated Python Development Environments
• PyCharm, a cross-platform IDE for professional developers
• Spyder, an open-source, cross-platform scientific python development environment
• PyDeva Python development that works with Eclipseintegrated development environment
• Idle, an open-source, cross-platform, beginner-friendly integrated development and learning environment that comes by default with Python
• and many more reviewed here

Numpy Tutorials

• NumPy Quickstart
• NumPy Arrays
• NumPy Tutorial, Real Python
• NumPy Tutorial, W3
• NumPy Tutorial, Tutorial Point
• NumPy Tutorial, Geeks for Geeks

Pandas Tutorials

• Pandas Quickstart
• Pandas Basics
• Pandas Cookbook
• Pandas Tutorial, Kaggle
• Pandas Tutorial, Geeks for Geeks

MatPlotlib And Seaborn Tutorials

• Pyplot Tutorial
• MatPlotlib Tutorial, W3
• MatPlotlib Tutorial, Geeks for Geeks
• MatPlotLib Tutorial, Tutorial Point
• Seaborn Tutorial
• Seaborn Tutorial, Geeks for Geeks

SciKit Learn Tutorials

• Fundamentals of Machine Learning with Python, Kevin Markham
• An Introduction to Machine Learning Using Scikit Learn, Scikit Learn

Data Science Tutorials

• Python Data Science Handbook, Jake VanderPlas
• Data Science Tutorials, Real Python
• Python for Data Science Tutorial, Geeks for Geeks
• Python Data Science Tutorial, Tutorial Point