Course · Interactive

Python NumPy

Chinland InfoTech Academy flagship — master NumPy from ndarray creation through broadcasting, linear algebra, einsum, and ML-ready pipelines. 52 lessons, 416 drills, hand-crafted prose.

Who it's for

Analysts and programmers who want package mastery from basics through advanced patterns.

What you'll learn

  • Create, reshape, and index ndarrays without Python loops
  • Apply broadcasting, ufuncs, and axis reductions confidently
  • Use linalg (dot, solve, eigh) for numerical workflows
  • Build ML-shaped X, y, distance, and standardization arrays from academy data

Course contents

  1. 01Orientation · 4 lessons
  2. 02Array Creation · 5 lessons
  3. 03Shape & Structure · 5 lessons
  4. 04Indexing · 6 lessons
  5. 05Views & Copies · 4 lessons
  6. 06Ufuncs & Reductions · 5 lessons
  7. 07Broadcasting · 4 lessons
  8. 08Combine & Split · 4 lessons
  9. 09Linear Algebra · 6 lessons
  10. 10Stats & I/O · 3 lessons
  11. 11Performance · 4 lessons
  12. 12Capstone · 2 lessons