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Machine Learning Systems. A textbook and course on building AI systems that work in the real world.

mlsysbook.ai

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Updates

July 2026
  • Update contributors list [skip ci]
  • Format Vol1 Python blocks; fix Fig 7.6 caption widow; tighten Listing…
  • Remove research-questions callouts, fix ml_ops cascade figure, standa…
  • Merge PR #1957: Finalize Volume I layout for full PDF draft
  • Finalize Volume I layout for full PDF draft
  • Update contributors list [skip ci]
  • docs: add @Shashank-Tripathi-07 as contributor for bug, code, doc (de…
  • docs: add @Shashank-Tripathi-07 as contributor for bug, code, test (d…
  • Merge pull request #1911 from farhan523/fix/footer-hydration-utc
  • Merge pull request #1912 from farhan523/fix/practice-stale-userAnswer
  • Merge pull request #1913 from farhan523/fix/stargate-clear-verify-tim…
  • Merge pull request #1931 from Shashank-Tripathi-07/fix/compliance-qua…
  • Merge pull request #1932 from Shashank-Tripathi-07/fix/compliance-qui…
  • Merge pull request #1934 from Shashank-Tripathi-07/fix/grader-csv-fie…
  • Merge pull request #1936 from Shashank-Tripathi-07/fix/nanogpt-decode…
  • Merge pull request #1938 from Shashank-Tripathi-07/fix/auto-trainer-p…
  • Merge pull request #1939 from Shashank-Tripathi-07/fix/auto-trainer-l…
  • Merge pull request #1940 from Shashank-Tripathi-07/fix/assets-downloa…
  • Merge pull request #1941 from Shashank-Tripathi-07/fix/design-grammar…
  • Merge pull request #1943 from Shashank-Tripathi-07/fix/design-grammar…
June 2026
  • Release —TinyTorch v0.1.13: Framework Correctness and Release Pipeline Hardening
  • Release —Machine Learning Systems: Volume I v0.7.0 and Volume II v0.2.0
May 2026
  • Release —Lecture Slides (Latest)
April 2026
  • Release —MLSys·im 0.1.1
  • Release —MLSys·im 0.1.0
  • Release —TinyTorch v0.1.10 — Publication-Grade Lab Guide
February 2026
  • Release —TinyTorch v0.1.9 - Computed Values, VS Code Extension & Progressive Disclosure
  • Release —TinyTorch v0.1.8 - Content updates and improvements
January 2026
  • Release —TinyTorch v0.1.7 - Export Reliability Fix
  • Release —TinyTorch v0.1.6 - Windows/Git Bash Support