| 1. | | 30papers.com – Ilya's 30 essential ML papers, in a beginner friendly format (30papers.com) |
| 652 points by notmcrowley 67 days ago | 111 comments |
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| 2. | | Understanding the Kalman filter with a simple radar example (kalmanfilter.net) |
| 433 points by alex_be 5 months ago | 66 comments |
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| 3. | | Embarrassingly simple self-distillation improves code generation (arxiv.org) |
| 658 points by Anon84 5 months ago | 201 comments |
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| 4. | | Microgpt (karpathy.github.io) |
| 1936 points by tambourine_man 6 months ago | 324 comments |
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| 5. | | The Missing Semester of Your CS Education – Revised for 2026 (csail.mit.edu) |
| 457 points by anishathalye 6 months ago | 132 comments |
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| 6. | | How I use Claude Code: Separation of planning and execution (boristane.com) |
| 976 points by vinhnx 6 months ago | 591 comments |
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| 7. | | Visual introduction to PyTorch (0byte.io) |
| 410 points by 0bytematt 7 months ago | 27 comments |
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| 8. | | Show HN: Data Engineering Book – An open source, community-driven guide (github.com/datascale-ai) |
| 251 points by xx123122 7 months ago | 30 comments |
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| 9. | | CLI agents make self-hosting on a home server easier and fun (fulghum.io) |
| 775 points by websku 8 months ago | 549 comments |
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| 10. | | The Illustrated Transformer (jalammar.github.io) |
| 500 points by auraham 8 months ago | 88 comments |
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| 11. | | An Interactive Guide to the Fourier Transform (betterexplained.com) |
| 252 points by pykello 9 months ago | 60 comments |
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| 12. | | Algorithms for Optimization [pdf] (algorithmsbook.com) |
| 391 points by Anon84 9 months ago | 36 comments |
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| 13. | | A History of Large Language Models (gregorygundersen.com) |
| 301 points by alexmolas 11 months ago | 26 comments |
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| 14. | | Bayesian Data Analysis, Third edition (2013) [pdf] (columbia.edu) |
| 347 points by ibobev 11 months ago | 68 comments |
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| 15. | | The Little Book of Linear Algebra (github.com/the-litte-book-of) |
| 478 points by scapbi on Sept 2, 2025 | 129 comments |
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| 16. | | Important machine learning equations (chizkidd.github.io) |
| 302 points by sebg on Aug 28, 2025 | 34 comments |
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| 17. | | A deliberate practice app for guitar players who want to level up (captrice.io) |
| 460 points by adityaathalye on March 29, 2025 | 136 comments |
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| 18. | | Architecture Patterns with Python (cosmicpython.com) |
| 488 points by asicsp on March 28, 2025 | 140 comments |
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| 19. | | Deep Learning Is Not So Mysterious or Different (arxiv.org) |
| 485 points by wuubuu on March 17, 2025 | 126 comments |
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| 20. | | Mathematical Foundations of Reinforcement Learning (github.com/mathfoundationrl) |
| 424 points by ibobev on March 10, 2025 | 43 comments |
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| 21. | | Introduction to Stochastic Calculus (jiha-kim.github.io) |
| 444 points by ibobev on Feb 24, 2025 | 70 comments |
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| 22. | | Beej's Guide to Git (beej.us) |
| 1062 points by mixto on Feb 5, 2025 | 311 comments |
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| 23. | | RLHF Book (rlhfbook.com) |
| 479 points by jxmorris12 on Feb 1, 2025 | 37 comments |
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| 24. | | Kalman Filter Tutorial (kalmanfilter.net) |
| 358 points by ColinWright on Jan 18, 2025 | 72 comments |
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| 25. | | AI Engineer Reading List (latent.space) |
| 490 points by ingve on Jan 13, 2025 | 68 comments |
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| 26. | | Ask HN: Recommendation for a SWE looking to get up to speed with latest on AI |
| 275 points by Rizu on Nov 27, 2024 | 94 comments |
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| 27. | | Linear Algebra Done Right [pdf] (axler.net) |
| 85 points by nbaksalyar on Sept 1, 2024 | 39 comments |
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| 28. | | Building LLMs from the Ground Up: A 3-Hour Coding Workshop (sebastianraschka.com) |
| 970 points by mdp2021 on Aug 31, 2024 | 136 comments |
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| 29. | | Physics-Based Deep Learning Book (physicsbaseddeeplearning.org) |
| 333 points by sebg on July 11, 2024 | 24 comments |
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| 30. | | ML Code Exercises (deep-ml.com) |
| 221 points by mchab on July 10, 2024 | 64 comments |
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