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Think Linear Algebra

Think Linear Algebra by Allen Downey

by Allen Downey

Shares rank 5 of 7 linear algebra textbooks by recommenders

Recommended for learning linear algebra through code, with prose and runnable examples interleaved in Jupyter notebooks. One critic objects that matrix multiplication is introduced before vector addition.

Recommended for learning linear algebra through code, with prose and runnable examples interleaved in Jupyter notebooks. One critic objects that matrix multiplication is introduced before vector addition.

5 people gave an opinion

recommend it
5
criticize it
0
approval share
100%
Each figure is one person. RecommendsCriticizes

Recommended in 1 of 13 months

  1. November 2025: not recommended
  2. December 2025: not recommended
  3. January 2026: not recommended
  4. February 2026: not recommended
  5. March 2026: not recommended
  6. April 2026: not recommended
  7. May 2026: recommended
  8. June 2026: not recommended
  9. July 2026: not recommended
  10. August 2026: not recommended
  11. September 2026: not recommended
  12. October 2026: not recommended
  13. November 2026: not recommended (month in progress)

Why it doesn’t carry the badge

  • 5 people recommend itNeeds 10 or more, not met.
  • Nobody criticizes itNeeds 2 to 1 or better, met.
  • Recommended in 1 of 13 monthsNeeds 4 or more, not met.

The same three rules apply to every product, and the badge can’t be bought. How the badge works

What people say about it

The reasons people give, with the number of comments that give each one. Open a reason to read what they said.

Why people recommend it

Each mark is one comment

  • Interleaved code and prose in notebooks

    “Explaining the concepts in a Jupyter notebook that you can change/experiment with.”

    Comment from 10 May 2026 in “Think Linear Algebra”

    “This textbook format which interleaves code and prose is the perfect way”

    Comment from 10 May 2026 in “Think Linear Algebra”

Other linear algebra textbooks people recommend

The four most recommended other linear algebra textbooks, with the same counts for each, so you can compare like for like. The tick on each bar marks the 2 to 1 line the badge needs.

Think Linear Algebra by Allen Downey compared with 4 alternatives
ProductRecommendCriticizeApprovalMonthsOwnedBadge
Linear Algebra Done Rightby Sheldon Axler411277%8—Approved
Introduction to Linear Algebraby Gilbert Strang11569%4—Approved
Linear Algebraby Friedberg, Insel and Spence80100%2——
Linear Algebra and Its Applicationsby David Lay60100%2——
Think Linear Algebraby Allen DowneyThis page50100%1——
See all 7 linear algebra textbooks, ranked

What people said

All 5 comments that mention it, newest first. Each links to the original comment.

“we can start with libraries that implement the core algorithms of linear algebra, and wait until later to see how they work”

RecommendsComment from 11 May 2026 in “Think Linear Algebra”

“This looks a bit more involved but lovely I think I'll try it.”

RecommendsComment from 10 May 2026 in “Think Linear Algebra”

“Explaining the concepts in a Jupyter notebook that you can change/experiment with.”

RecommendsComment from 10 May 2026 in “Think Linear Algebra”

“This textbook format which interleaves code and prose is the perfect way”

RecommendsComment from 10 May 2026 in “Think Linear Algebra”

“Matrix multiplication introduced before vector addition”

MixedComment from 10 May 2026 in “Think Linear Algebra”

Counts come from 1,795,640 Hacker News comments, November 2025 to November 2026. How we count. Report a mistake.