Data Science & Analytics with Python · Tutorial tracks

Python for data science

NumPy-first mental models, tidy pandas workflows, visualization discipline.

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Lesson outline

  1. 13
    Python for data science — Part 007

    Placeholder slot — edit in console (python-data-science-stub-007).

  2. 14
    Python for data science — Part 008

    Placeholder slot — edit in console (python-data-science-stub-008).

  3. 15
    Sort and rank DataFrame values

    Sort and rank DataFrame values — Python for data science.

  4. 16
    Python for data science — Part 009

    Placeholder slot — edit in console (python-data-science-stub-009).

  5. 17
    Group Data with GroupBy Basics

    Learn the basics of grouping data with pandas GroupBy in Python for data science — from the core concept to hands-on examples and troubleshooting.

  6. 18
    Python for data science — Part 010

    Placeholder slot — edit in console (python-data-science-stub-010).

  7. 19
    Python for data science — Part 011

    Placeholder slot — edit in console (python-data-science-stub-011).

  8. 20
    Reshape Data with Pivot and Melt

    Learn to reshape data with pivot and melt in this Python for data science tutorial.

  9. 21
    Python for data science — Part 012

    Placeholder slot — edit in console (python-data-science-stub-012).

  10. 22
    Apply Functions with apply and map

    Learn how to apply functions with apply and map in Python for data science. This tutorial covers core concepts, step-by-step examples, and troubleshooting tips.

  11. 23
    Python for data science — Part 013

    Placeholder slot — edit in console (python-data-science-stub-013).

  12. 24
    Python for data science — Part 014

    Placeholder slot — edit in console (python-data-science-stub-014).

    Python for data science — step-by-step tutorials

    What you will find here

    This track walks through python for data science in order — each lesson is server-rendered HTML you can read without JavaScript. Follow the outline, then practice in the browser IDE when a lesson links to runnable code.

    Tutorials vs quizzes and code samples

    Tutorials teach in sequence. For quick checks use quizzes. For copy-paste snippets see code samples. For deeper reading browse articles.