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Essence of Linear Algebra by 3Blue1Brown

Hacker Approved

Ranked 3 of 8 educational videos by recommenders

Free YouTube video series that builds geometric intuition for linear algebra through visualizations, helping concepts click for many viewers. Main caveat: the videos are dense, and some say they learned little from them.

Free YouTube video series that builds geometric intuition for linear algebra through visualizations, helping concepts click for many viewers. Main caveat: the videos are dense, and some say they learned little from them.

17 people gave an opinion

recommend it
16
criticize it
1
approval share
94%
Each figure is one person. RecommendsCriticizes

Recommended in 7 of 13 months

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

Why it carries the badge

  • 16 people recommend itNeeds 10 or more, met.
  • 16 recommenders for every criticNeeds 2 to 1 or better, met.
  • Recommended in 7 of 13 monthsNeeds 4 or more, 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

  • Strong geometric intuition and visualizations

    “I urge all my students to watch this series as soon as possible. It's great at giving them a geometrical understanding”

    Comment from 17 Jul 2026 in “Immersive Linear Algebra Book with Interactive Figures”

    “3B1B's linear algebra videos for example are wonderful tools for gaining geometric understanding and motivation”

    Comment from 4 Oct 2026 in “Math's pedagogical curse – Grant Sanderson [video] (2023)”

    “It has fantastic visualisations for building intuition and in general is wildly superior to this”

    Comment from 3 Nov 2025 in “An Illustrated Introduction to Linear Algebra, Chapter 2: The Dot Product”
  • Good starting point from scratch

    “Start with 3Blue1Brown's Essence of Linear Algebra series”

    Comment from 24 Oct 2026 in “I don't understand quantum physics (2018)”

    “Starts from scratch and works up to advanced.”

    Comment from 29 Jul 2026 in “LearnVector – Andrew Ng's AI company building one‑to‑one learning experiences”
  • Helps students understand core concepts

    “those videos help my students understand the concepts of linear algebra”

    Comment from 19 Oct 2026 in “There's never been a better time to go into math (by: 3blue1brown) [video]”

    “because they learn stuff from them”

    Comment from 19 Oct 2026 in “There's never been a better time to go into math (by: 3blue1brown) [video]”

What people warn about

Each mark is one comment

  • Dense; expects repeated viewings

    “his videos are densely packed with information and his expectation is that you will watch the video a few times”

    Comment from 3 Nov 2025 in “An Illustrated Introduction to Linear Algebra, Chapter 2: The Dot Product”
  • Some say they teach little

    “I'm not sure I've ever really learned anything from one of those videos.”

    Comment from 3 Nov 2025 in “An Illustrated Introduction to Linear Algebra, Chapter 2: The Dot Product”

    “they produce no learning gains for anyone”

    Comment from 18 Oct 2026 in “There's never been a better time to go into math (by: 3blue1brown) [video]”

Other educational videos people recommend

The four most recommended other educational videos, 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.

Essence of Linear Algebra by 3Blue1Brown compared with 4 alternatives
ProductRecommendCriticizeApprovalMonthsOwnedBadge
Andrej Karpathy YouTube videos24389%10—Approved
Handmade Hero by Casey Muratori241071%10—Approved
Essence of Linear Algebra by 3Blue1BrownThis page16194%7—Approved
Ask an Astronaut90100%1——
Terence Tao explains 6 essential mathematical concepts70100%2——
See all 8 educational videos, ranked

What people said

18 of the 19 comments that mention it, newest first. Each links to the original comment.

“Start with 3Blue1Brown's Essence of Linear Algebra series”

RecommendsComment from 24 Oct 2026 in “I don't understand quantum physics (2018)”

“those videos help my students understand the concepts of linear algebra”

RecommendsComment from 19 Oct 2026 in “There's never been a better time to go into math (by: 3blue1brown) [video]”

“because they learn stuff from them”

RecommendsComment from 19 Oct 2026 in “There's never been a better time to go into math (by: 3blue1brown) [video]”

“what if the videos make me more generally interested in the topic?”

RecommendsComment from 18 Oct 2026 in “There's never been a better time to go into math (by: 3blue1brown) [video]”

“they produce no learning gains for anyone”

CriticizesComment from 18 Oct 2026 in “There's never been a better time to go into math (by: 3blue1brown) [video]”

“3b1b has a great series on it in fact which I would consider to be the gold standard.”

RecommendsComment from 4 Oct 2026 in “Math's pedagogical curse – Grant Sanderson [video] (2023)”

“3B1B's linear algebra videos for example are wonderful tools for gaining geometric understanding and motivation”

RecommendsComment from 4 Oct 2026 in “Math's pedagogical curse – Grant Sanderson [video] (2023)”

“Starts from scratch and works up to advanced.”

RecommendsComment from 29 Jul 2026 in “LearnVector – Andrew Ng's AI company building one‑to‑one learning experiences”

“I urge all my students to watch this series as soon as possible. It's great at giving them a geometrical understanding”

RecommendsComment from 17 Jul 2026 in “Immersive Linear Algebra Book with Interactive Figures”

“has opened my eyes on the intuitive understanding of linear algebra”

RecommendsComment from 17 Jul 2026 in “Immersive Linear Algebra Book with Interactive Figures”

“The visualizations made things click in a way my Linear 101 course didn't.”

RecommendsComment from 2 Jul 2026 in “What to Learn to Be a Graphics Programmer”

“conveying the essences in images and pictures instead of words”

RecommendsComment from 4 May 2026 in “Fun with polynomials and linear algebra; or, slight abstract nonsense”

“which discusses them thoroughly”

RecommendsComment from 18 Mar 2026 in “2025 Turing Award for quantum information science”

“3Blue1Brown's linear algebra series complement this beautifully”

RecommendsComment from 25 Dec 2025 in “Online Book: Exploring Mathematics with Python”

“I think 3B1B actually did a good job emphasizing this in his video series”

RecommendsComment from 3 Nov 2025 in “An Illustrated Introduction to Linear Algebra, Chapter 2: The Dot Product”

“his videos are densely packed with information and his expectation is that you will watch the video a few times”

MixedComment from 3 Nov 2025 in “An Illustrated Introduction to Linear Algebra, Chapter 2: The Dot Product”

“I'm not sure I've ever really learned anything from one of those videos.”

MixedComment from 3 Nov 2025 in “An Illustrated Introduction to Linear Algebra, Chapter 2: The Dot Product”

“It has fantastic visualisations for building intuition and in general is wildly superior to this”

RecommendsComment from 3 Nov 2025 in “An Illustrated Introduction to Linear Algebra, Chapter 2: The Dot Product”

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