mirror of
https://github.com/harvard-edge/cs249r_book.git
synced 2026-04-30 09:38:38 -05:00
718f867039
- Config: academic, standalone abstracts for PDF/EPUB/copyedit - Chapters: ml_systems, nn_architectures, nn_computation, training
300 lines
9.7 KiB
YAML
300 lines
9.7 KiB
YAML
# =============================================================================
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# VOLUME I HTML WEBSITE CONFIGURATION
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# =============================================================================
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# Builds only Volume I: Foundations
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# Deploys to: mlsysbook.ai/vol1/
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# =============================================================================
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project:
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type: website
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output-dir: _build/html-vol1
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execute-dir: project
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post-render:
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- scripts/clean_svgs.py
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- scripts/fix_cross_references.py
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preview:
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browser: false
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navigate: false
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website:
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title: "Introduction to Machine Learning Systems"
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description: "Volume I: Introduction to Machine Learning Systems. Build, optimize, and deploy machine learning systems."
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site-url: https://mlsysbook.ai/vol1/
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open-graph:
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locale: en_US
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site-name: "Machine Learning Systems"
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image: assets/images/covers/cover-hardcover-book.png
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image-width: 1200
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image-height: 630
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twitter-card:
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card-style: summary_large_image
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image: assets/images/covers/cover-hardcover-book.png
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page-navigation: true
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reader-mode: false
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back-to-top-navigation: true
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bread-crumbs: true
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search:
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keyboard-shortcut: ["/"]
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google-analytics:
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tracking-id: "G-M21L0CBCVN"
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anonymize-ip: true
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version: 4
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comments:
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hypothesis:
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theme: clean
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openSidebar: false
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navbar:
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background: light
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logo: "assets/images/icons/favicon.png"
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search: true
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pinned: true
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collapse: true
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collapse-below: "lg"
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title: "Introduction to Machine Learning Systems"
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left:
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- text: "Textbook"
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menu:
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- icon: book-half
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text: "Full Textbook"
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href: ../book/
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- text: "---"
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- icon: journal
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text: "Volume I: Introduction"
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href: ./
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- icon: journal
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text: "Volume II: At Scale"
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href: ../vol2/
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- text: "---"
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- icon: fire
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text: "TinyTorch"
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href: ../tinytorch/
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- icon: cpu
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text: "Hardware Kits"
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href: ../kits/
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- text: "---"
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- icon: lightbulb
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text: "Labs (Coming 2026)"
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href: ../labs/
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right:
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- icon: download
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text: "Downloads"
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menu:
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- icon: file-pdf
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text: "Volume I PDF"
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href: assets/downloads/Machine-Learning-Systems-Vol1.pdf
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target: _blank
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- icon: journal-text
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text: "Volume I EPUB"
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href: assets/downloads/Machine-Learning-Systems-Vol1.epub
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target: _blank
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- text: "---"
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- icon: file-pdf
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text: "Volume II PDF"
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href: ../vol2/assets/downloads/Machine-Learning-Systems-Vol2.pdf
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target: _blank
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- icon: star
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text: "Star"
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href: https://github.com/harvard-edge/cs249r_book#support-this-work
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target: _blank
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- icon: heart
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text: "Support"
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href: https://opencollective.com/mlsysbook
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target: _blank
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- icon: envelope
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text: "Subscribe"
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href: "#subscribe"
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id: "navbar-subscribe-btn"
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- icon: github
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text: "GitHub"
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menu:
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- icon: pencil
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text: "Edit this page"
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href: https://github.com/harvard-edge/cs249r_book
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target: _blank
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- icon: bug
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text: "Report an issue"
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href: https://github.com/harvard-edge/cs249r_book/issues/new
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target: _blank
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- icon: chat
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text: "Discussions"
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href: https://github.com/harvard-edge/cs249r_book/discussions
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target: _blank
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- icon: code
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text: "View source"
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href: https://github.com/harvard-edge/cs249r_book
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target: _blank
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favicon: assets/images/icons/favicon.png
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sidebar:
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- id: vol1-content
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title: "Volume I"
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style: "floating"
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background: light
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collapse-level: 2
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contents:
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# Frontmatter
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- text: "Homepage"
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href: contents/vol1/index.qmd
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- href: contents/vol1/frontmatter/dedication.qmd
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- href: contents/vol1/frontmatter/foreword.qmd
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- href: contents/vol1/frontmatter/about.qmd
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- href: contents/vol1/frontmatter/acknowledgements.qmd
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- text: "Notation and Conventions"
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href: contents/vol1/frontmatter/notation.qmd
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- href: contents/frontmatter/socratiq/socratiq.qmd
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- text: "---"
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# Part I: Foundations
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- section: "Part I: Foundations"
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id: vol1-foundations
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contents:
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- href: contents/vol1/parts/foundations_principles.qmd
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- text: "Introduction"
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href: contents/vol1/introduction/introduction.qmd
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- href: contents/vol1/ml_systems/ml_systems.qmd
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- href: contents/vol1/ml_workflow/ml_workflow.qmd
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- href: contents/vol1/data_engineering/data_engineering.qmd
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# Part II: Build
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- section: "Part II: Build"
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id: vol1-build
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contents:
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- href: contents/vol1/parts/build_principles.qmd
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- href: contents/vol1/nn_computation/nn_computation.qmd
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- href: contents/vol1/nn_architectures/nn_architectures.qmd
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- href: contents/vol1/frameworks/frameworks.qmd
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- href: contents/vol1/training/training.qmd
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# Part III: Optimize
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- section: "Part III: Optimize"
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id: vol1-optimize
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contents:
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- href: contents/vol1/parts/optimize_principles.qmd
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- href: contents/vol1/data_selection/data_selection.qmd
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- href: contents/vol1/optimizations/model_compression.qmd
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- href: contents/vol1/hw_acceleration/hw_acceleration.qmd
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- href: contents/vol1/benchmarking/benchmarking.qmd
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# Part IV: Deploy
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- section: "Part IV: Deploy"
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id: vol1-deploy
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contents:
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- href: contents/vol1/parts/deploy_principles.qmd
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- href: contents/vol1/model_serving/model_serving.qmd
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- href: contents/vol1/ml_ops/ml_ops.qmd
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- href: contents/vol1/responsible_engr/responsible_engr.qmd
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- href: contents/vol1/conclusion/conclusion.qmd
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- text: "---"
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# Backmatter
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- section: "Appendices"
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id: vol1-appendices
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contents:
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- text: "The DAM Taxonomy"
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href: contents/vol1/backmatter/appendix_dam.qmd
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- text: "Machine Foundations"
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href: contents/vol1/backmatter/appendix_machine.qmd
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- text: "Algorithm Foundations"
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href: contents/vol1/backmatter/appendix_algorithm.qmd
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- text: "Data Foundations"
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href: contents/vol1/backmatter/appendix_data.qmd
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- text: "Glossary"
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href: contents/vol1/backmatter/glossary/glossary.qmd
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repo-url: https://github.com/harvard-edge/cs249r_book
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page-footer:
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left: |
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© 2024-2025 Harvard University. Licensed under <a href="https://creativecommons.org/licenses/by-nc-sa/4.0/">CC-BY-NC-SA 4.0</a>
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center: |
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<a href="../vol2/">Continue to Volume II →</a>
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right:
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- icon: github
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href: https://github.com/harvard-edge/cs249r_book
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aria-label: "View source on GitHub"
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- icon: star
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href: https://github.com/harvard-edge/cs249r_book
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aria-label: "Star this repository"
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background: light
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border: true
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bibliography:
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- contents/vol1/backmatter/references.bib
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format:
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html:
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lightbox: true
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mermaid:
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theme: default
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theme:
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light:
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- default
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- assets/styles/style-vol1.scss
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dark:
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- default
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- assets/styles/style-vol1.scss
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- assets/styles/dark-mode-vol1.scss
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title-prefix: ""
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pagetitle: "Introduction to Machine Learning Systems"
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code-block-bg: true
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title-block-published: "Last Updated"
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reference-location: margin
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citation-location: margin
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<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css">
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<link rel="manifest" href="/site.webmanifest">
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<link rel="apple-touch-icon" href="/assets/images/icons/favicon.png">
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metadata-files:
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