6 Commits

Author	SHA1	Message	Date
Vijay Janapa Reddi	09602445de	chore: update book content, config, appendices, and tooling ... - Vol1: chapter updates across backmatter, benchmarking, data, frameworks, etc. - Vol2: content updates, new appendices (assumptions, communication, fleet, reliability) - Quarto: config, styles, formulas, constants - Add SEMINAL_PAPERS_V2.md, learning_objectives_bolding_parallel.sh - VSCode extension: package.json, chapterNavigatorProvider - Landing page and docs updates	2026-02-20 18:55:24 -05:00
Vijay Janapa Reddi	3750ee12e9	Enforce Computed Arithmetic Rule across all chapters (1,064 inline refs, 0 unresolved) ... Replace every hand-typed derived number with Python-computed inline references. Add just-in-time compute cells before prose so that changing any input constant automatically propagates to all derived values. Vol 1 chapters fixed: dl_primer, dnn_architectures, serving, model_compression, hw_acceleration, benchmarking, ops, appendix_machine, appendix_data, frameworks, data_engineering, training, ml_systems, responsible_engr, data_selection, workflow, introduction. Vol 2 chapters fixed: distributed_training, inference, infrastructure, storage, sustainable_ai, fault_tolerance, ops_scale, edge_intelligence, ai_for_good, privacy_security. Key corrections caught by forcing computation: - training.qmd carbon footprint: 64 GPUs → 1024 GPUs (original was mathematically impossible for 7B params × 1T tokens) - hw_acceleration.qmd systolic energy: 10 pJ/250× → 11 pJ/233× (exact) - hw_acceleration.qmd GPT-2 utilization: 0.6% → 0.7% (exact) - serving.qmd tokens/hour: ~190M → ~192M (exact) Also adds calc/validate_inline_refs.py pre-render guardrail and extends calc/viz.py with Harvard Crimson plotting palette.	2026-02-01 11:13:42 -05:00
Vijay Janapa Reddi	e3d4deeb12	Standardize volume titles to full 'Machine Learning Systems' naming ... Replaces abbreviated 'ML Systems' with 'Machine Learning Systems' across volume titles, part openers, frontmatter, summaries, docs, and landing page for consistency with MIT Press submission standards.	2026-01-31 19:45:52 -05:00
Vijay Janapa Reddi	95e0eafcdc	refactor: rename Vol I tagline from Operate to Deploy ... Update Volume I tagline from "Build, Optimize, Operate" to "Build, Optimize, Deploy" across all documentation. - "Deploy" better matches Part IV content (Serving, MLOps, Responsible Engineering) - "Operate" implies ongoing management which is more Volume II territory - Also fixes hw_acceleration table to use proper grid table format	2026-01-03 10:09:19 -05:00
Vijay Janapa Reddi	773897c07d	refactor: restructure Vol II chapters and add Vol I serving chapter ... This commit consolidates several structural changes: 1. Merge ondevice_learning into edge_intelligence chapter - Add support files (bib, concepts, glossary, quizzes) - Add images from former ondevice_learning - Update all cross-references from @sec-ondevice-learning to @sec-edge-intelligence 2. Delete Vol II hw_acceleration chapter (merged into distributed_training) 3. Add new Serving chapter to Vol I Part IV (Deployment) - Create placeholder serving.qmd with section structure - Add support files for bibliography, concepts, glossary, quizzes 4. Update configs and documentation - Update _quarto-html.yml with serving chapter in sidebar and bibliography - Update VOLUME_STRUCTURE.md to reflect 16 chapters in Vol I - Update About page with simplified Part names - Fix table formatting in hw_acceleration chapter Vol I now has 16 chapters (4 in each Part) matching Vol II structure.	2026-01-03 10:01:25 -05:00
Vijay Janapa Reddi	f3a38e32d5	refactor: simplify Vol I Part names to single words ... Change Part names from compound to single-word format: - ML Foundations → Foundations - System Development → Development - Model Optimization → Optimization - System Operations → Deployment Creates clean pedagogical progression: Foundations → Development → Optimization → Deployment	2026-01-03 09:31:19 -05:00