- Data Science Cheat Sheets (Favio André Vásquez): Cheat Sheets, Python, Data Science, Big Data, Business Science, Data Visualization, Deep Learning, General, Machine Learning, Math Calculus, R, SQL
- The Art of Data Science (Roger D. Peng and Elizabeth Matsui) (PDF version): What we have set out to do in this book is to write down the process of data analysis. What we describe is not a specific “formula” for data analysis—something like “apply this method and then run that test”— but rather is a general process that can be applied in a variety of situations.
- Python Notebooks in VSCode:
- documentation: The official documentation for using Python notebooks in VSCode.
- video guide: The official video guide for setting up Python notebooks in VSCode
- Setup for Data Science (ArjanCodes): Configuring and setting up VSCode for Data Science. Python, Notebooks, debugging, ...
- How to Debug Jupyter Notebooks (sL4): A quick guide for developing and debugging Python Notebooks in VSCode.
- Jupyter Notebooks in VS Code Extension NEW in 2022 - Tutorial Introducing Kernels, Markdown, & Cells (Kris Jordan)
- How to Set up VS Code for Data Science & AI (Dave Eddelaar): A guide for setting up and using VSCode+extensions for developing and debugging Python, Notebooks and pandas.
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- IPython Or Jupyter? (DataCamp): The history of Python notebooks, and the similarities/differences between Jupyter and IPython.
- Pandas Tutor (Philipe Guo): Pandas Tutor lets you write Python pandas code in your browser and see how it transforms your data step-by-step.
- Pandas Cookbook (Julia Evans)
- Pandas in Black and White (Jacob Deppen) (flashcards and cheat sheets)
- SQLTeaching (rhc2014): Interacative, online SQL tutorial with in-browser database sandbox. uses SQLite.
- SQL Murder Mystery (Knight Lab): Interactive, online in-browser SQL game to practice investigating and querying a database. Uses SQLite
- SQL Bolt: Interactive, online in-browser SQL tutorial with examples and exercises.
- SQL Study Buddy (Yoshi Malaise): Interactive, online in-browser SQL tutorial with examples and exercises. also covers Data Description Language (DDL) and Data Manipulation Language (DML)
- Unit 3: Intro to SQL: Querying and managing data (Khan Academy): Interactive, online in-browser SQL tutorial with videos and exercises.
- Understanding Deep Learning (Simon J.D. Prince): A textbook from MIT covering Deep Learning. Includes exercises, slides and Python notebooks.