Type and topic

Books and learning on ai and data

Every link here is classified as books and learning on ai and data.

Hall of Fame: 10
Candidates: 17
Median span: 7.2 yrs
First seen: 2007

Strongest Hall records

10 items

How to Write a Spelling Corrector

norvig.com 21 submissions · 21 people · 16.8 years

Hall of Fame Class of 2016-09 Resurfaced 2022-03-06

401max pts

Hacker's Guide to Neural Networks

karpathy.github.io 8 submissions · 8 people · 9.6 years

Hall of Fame Class of 2017-07 Resurfaced 2019-01-06

450max pts

The Unreasonable Effectiveness of Recurrent Neural Networks

karpathy.github.io 14 submissions · 14 people · 11.1 years

Hall of Fame Class of 2019-02 Resurfaced 2023-08-28

913max pts

A visual proof that neural nets can approximate any function

neuralnetworksanddeeplearning.com 5 submissions · 5 people · 9.6 years

Hall of Fame Class of 2024-04 Resurfaced 2022-03-06

341max pts

A Course in Machine Learning

ciml.info 8 submissions · 7 people · 10.9 years

Hall of Fame Class of 2016-07 Resurfaced 2018-06-02

402max pts

Probabilistic Programming and Bayesian Methods for Hackers (2013)

camdavidsonpilon.github.io 8 submissions · 8 people · 4.6 years

Hall of Fame Class of 2018-02 Resurfaced 2018-02-28

302max pts

Free Python ebook: Bayesian Methods for Hackers

github.com 9 submissions · 8 people · 11.0 years

Hall of Fame Class of 2020-01 Resurfaced 2020-01-12

395max pts

Python Data Science Handbook

jakevdp.github.io 6 submissions · 6 people · 8.3 years

Hall of Fame Class of 2025-12 Resurfaced 2025-12-02

455max pts

A Neural Network in 11 Lines of Python

iamtrask.github.io 7 submissions · 5 people · 9.7 years

Hall of Fame Class of 2017-10 Resurfaced 2017-10-18

341max pts

Neural Networks: Zero to Hero

karpathy.ai 7 submissions · 7 people · 3.0 years

Hall of Fame Class of 2026-01 Resurfaced 2026-01-04

791max pts

Recently resurfaced

latest 20+ point return

Neural Networks: Zero to Hero

karpathy.ai 7 submissions · 7 people · 3.0 years

Hall of Fame Class of 2026-01 Resurfaced 2026-01-04

791max pts

Python Data Science Handbook

jakevdp.github.io 6 submissions · 6 people · 8.3 years

Hall of Fame Class of 2025-12 Resurfaced 2025-12-02

455max pts

The Unreasonable Effectiveness of Recurrent Neural Networks

karpathy.github.io 14 submissions · 14 people · 11.1 years

Hall of Fame Class of 2019-02 Resurfaced 2023-08-28

913max pts

A visual proof that neural nets can approximate any function

neuralnetworksanddeeplearning.com 5 submissions · 5 people · 9.6 years

Hall of Fame Class of 2024-04 Resurfaced 2022-03-06

341max pts

How to Write a Spelling Corrector

norvig.com 21 submissions · 21 people · 16.8 years

Hall of Fame Class of 2016-09 Resurfaced 2022-03-06

401max pts

Candidates

Browse 17 candidates

The Illustrated Transformer

jalammar.github.io 10 submissions · 10 people · 7.5 years

Candidate Resurfaced 2025-12-22

Needs:2 breakout events 720+ days apart

475max pts

Probabilistic Models of Cognition

probmods.org 12 submissions · 11 people · 11.4 years

Candidate Resurfaced 2022-03-08

Needs:2 breakout events 720+ days apart

173max pts

A visual introduction to machine learning (2015)

www.r2d3.us 13 submissions · 13 people · 6.6 years

Candidate Resurfaced 2022-03-10

Needs:2 breakout events 720+ days apart

241max pts

Machine Learning Crash Course

developers.google.com 7 submissions · 7 people · 6.7 years

Candidate Resurfaced 2021-08-26

Needs:2 breakout events 720+ days apart

1926max pts

Speech and Language Processing, 3rd ed. draft (2017)

web.stanford.edu 10 submissions · 10 people · 9.8 years

Candidate Resurfaced 2025-12-08

Needs:2 breakout events 720+ days apart

219max pts

Transformers from Scratch

e2eml.school 7 submissions · 7 people · 3.7 years

Candidate Resurfaced 2023-04-25

Needs:2 breakout events 720+ days apart

644max pts

PDF presentations on Data Mining, Bayesian Networks, Game Theory, Search Algorithms

www.autonlab.org 7 submissions · 7 people · 8.4 years

Candidate Resurfaced 2013-10-27

Needs:2 breakout events 720+ days apart

197max pts

Modes, Medians and Means: A Unifying Perspective

www.johnmyleswhite.com 4 submissions · 4 people · 7.3 years

Candidate Resurfaced 2020-07-11

Needs:5 submissions

332max pts

The Illustrated Word2vec

jalammar.github.io 4 submissions · 4 people · 5.1 years

Candidate Resurfaced 2024-04-18

Needs:5 submissions

348max pts

MIT 6.S191: Introduction to Deep Learning

introtodeeplearning.com 6 submissions · 6 people · 7.2 years

Candidate Resurfaced 2020-02-20

Needs:2 breakout events 720+ days apart

259max pts

Natural Language Processing with Python updated for Python 3 and NLTK 3

www.nltk.org 6 submissions · 6 people · 6.8 years

Candidate Resurfaced 2017-09-15

Needs:2 breakout events 720+ days apart

107max pts

Making Deep Learning Go Brrrr from First Principles

horace.io 8 submissions · 6 people · 4.2 years

Candidate Resurfaced 2026-05-23

Needs:2 breakout events 720+ days apart

199max pts

Show HN: An Open-Source Data Science Curriculum

github.com 5 submissions · 5 people · 2.7 years

Candidate Resurfaced 2016-09-10

Needs:2 breakout events 720+ days apart

135max pts

Differentiable programming from scratch

thenumb.at 3 submissions · 3 people · 2.7 years

Candidate Resurfaced 2025-04-17

Needs:5 submissions3 active years

196max pts

Learning Theory from First Principles [pdf]

www.di.ens.fr 5 submissions · 4 people · 4.0 years

Candidate Resurfaced 2025-03-27

Needs:2 breakout events 720+ days apart

279max pts

Physics-Based Deep Learning Book

physicsbaseddeeplearning.org 3 submissions · 2 people · 2.8 years

Candidate Resurfaced 2024-07-11

Needs:5 submissions3 submitters3 active years

333max pts

Natural Language Processing for the Working Programmer

nlpwp.org 3 submissions · 2 people · 2.2 years

Candidate Resurfaced 2013-02-11

Needs:2 breakout events 720+ days apart5 submissions3 submitters

169max pts