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Pattern Recognition and Machine Learning

Pattern Recognition and Machine Learning by Christopher Bishop

by Christopher Bishop

Shares rank 7 of 10 machine learning books by recommenders

People recommend it as a useful and informative book on pattern recognition and machine learning, good enough to keep on a bookshelf.

People recommend it as a useful and informative book on pattern recognition and machine learning, good enough to keep on a bookshelf.

4 people gave an opinion

recommend it
3
criticize it
1
approval share
75%
Each figure is one person. RecommendsCriticizes

Recommended in 2 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: recommended
  6. April 2026: not recommended
  7. May 2026: not recommended
  8. June 2026: 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

  • 3 people recommend itNeeds 10 or more, not met.
  • 3 recommenders for every criticNeeds 2 to 1 or better, met.
  • Recommended in 2 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

  • Useful and informative

    “I still find his pattern recognition book useful and informative.”

    Comment from 8 Jun 2026 in “The Smallest Brain You Can Build: A Perceptron in Python”
  • Worth keeping on a bookshelf

    “enough to earn it a spot on my bookshelf”

    Comment from 8 Jun 2026 in “The Smallest Brain You Can Build: A Perceptron in Python”

Other machine learning books people recommend

The four most recommended other machine learning books, 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.

Pattern Recognition and Machine Learning by Christopher Bishop compared with 4 alternatives
ProductRecommendCriticizeApprovalMonthsOwnedBadge
Build a Large Language Model (From Scratch)by Sebastian Raschka160100%8—Approved
Build an LLM from Scratchby Sebastian Raschka80100%5——
Python Data Science Handbookby Jake VanderPlas80100%2——
The Little Learnerby Daniel P. Friedman and Anurag Mendhekar6275%2——
Pattern Recognition and Machine Learningby Christopher BishopThis page3175%2——
See all 10 machine learning books, ranked

What people said

2 of the 4 comments that mention it, newest first. Each links to the original comment.

“enough to earn it a spot on my bookshelf”

RecommendsComment from 8 Jun 2026 in “The Smallest Brain You Can Build: A Perceptron in Python”

“I still find his pattern recognition book useful and informative.”

RecommendsComment from 8 Jun 2026 in “The Smallest Brain You Can Build: A Perceptron in Python”

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