[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"project-2286":3},{"id":4,"name":5,"fullName":6,"owner":7,"repo":5,"description":8,"homepage":9,"htmlUrl":10,"language":11,"languages":10,"totalLinesOfCode":10,"stars":12,"forks":13,"watchers":14,"openIssues":15,"contributorsCount":16,"subscribersCount":16,"size":16,"stars1d":17,"stars7d":18,"stars30d":19,"stars90d":16,"forks30d":16,"starsTrendScore":20,"compositeScore":21,"rankGlobal":10,"rankLanguage":10,"license":22,"archived":23,"fork":23,"defaultBranch":24,"hasWiki":25,"hasPages":25,"topics":26,"createdAt":10,"pushedAt":10,"updatedAt":39,"readmeContent":40,"aiSummary":41,"trendingCount":16,"starSnapshotCount":16,"syncStatus":42,"lastSyncTime":43,"discoverSource":44},2286,"cs249r_book","harvard-edge\u002Fcs249r_book","harvard-edge","Machine Learning Systems","http:\u002F\u002Fmlsysbook.ai\u002F",null,"Python",24846,2986,177,13,0,25,138,693,159,120,"Other",false,"dev",true,[27,28,29,30,31,32,33,34,35,36,37,38],"artificial-intelligence","cloud-ml","computer-systems","courseware","deep-learning","edge-machine-learning","embedded-ml","machine-learning","machine-learning-systems","mobile-ml","textbook","tinyml","2026-06-12 04:00:14","# Machine Learning Systems\n*Principles and Practices of Engineering Artificially Intelligent Systems*\n\n\u003Cp align=\"center\">\n  \u003Ca href=\"README.md\">English\u003C\u002Fa> •\n  \u003Ca href=\"README\u002FREADME_zh.md\">中文\u003C\u002Fa> •\n  \u003Ca href=\"README\u002FREADME_ja.md\">日本語\u003C\u002Fa> •\n  \u003Ca href=\"README\u002FREADME_ko.md\">한국어\u003C\u002Fa>\n\u003C\u002Fp>\n\n\u003Cdiv align=\"center\">\n\n\u003C!-- Build Status -->\n\u003Cp align=\"center\">\n  \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Factions\u002Fworkflows\u002Fbook-validate-dev.yml\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Factions\u002Fworkflow\u002Fstatus\u002Fharvard-edge\u002Fcs249r_book\u002Fbook-validate-dev.yml?branch=dev&event=push&label=Book&logo=githubactions&cacheSeconds=300\" alt=\"Book\">\u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Factions\u002Fworkflows\u002Ftinytorch-validate-dev.yml\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Factions\u002Fworkflow\u002Fstatus\u002Fharvard-edge\u002Fcs249r_book\u002Ftinytorch-validate-dev.yml?branch=dev&event=push&label=TinyTorch&logo=python&cacheSeconds=300\" alt=\"TinyTorch\">\u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Factions\u002Fworkflows\u002Flabs-validate-dev.yml\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Factions\u002Fworkflow\u002Fstatus\u002Fharvard-edge\u002Fcs249r_book\u002Flabs-validate-dev.yml?branch=dev&event=push&label=Labs&logo=jupyter&cacheSeconds=300\" alt=\"Labs\">\u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Factions\u002Fworkflows\u002Fkits-validate-dev.yml\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Factions\u002Fworkflow\u002Fstatus\u002Fharvard-edge\u002Fcs249r_book\u002Fkits-validate-dev.yml?branch=dev&event=push&label=Kits&logo=arduino&cacheSeconds=300\" alt=\"Kits\">\u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Factions\u002Fworkflows\u002Fmlsysim-validate-dev.yml\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Factions\u002Fworkflow\u002Fstatus\u002Fharvard-edge\u002Fcs249r_book\u002Fmlsysim-validate-dev.yml?branch=dev&event=push&label=MLSys%C2%B7im&logo=python&cacheSeconds=300\" alt=\"MLSys·im\">\u003C\u002Fa>\u003C\u002Fbr>\n  \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Factions\u002Fworkflows\u002Fslides-validate-dev.yml\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Factions\u002Fworkflow\u002Fstatus\u002Fharvard-edge\u002Fcs249r_book\u002Fslides-validate-dev.yml?branch=dev&event=push&label=Slides&logo=googleslides&cacheSeconds=300\" alt=\"Slides\">\u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Factions\u002Fworkflows\u002Finstructors-validate-dev.yml\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Factions\u002Fworkflow\u002Fstatus\u002Fharvard-edge\u002Fcs249r_book\u002Finstructors-validate-dev.yml?branch=dev&event=push&label=Instructors&logo=googleclassroom&cacheSeconds=300\" alt=\"Instructors\">\u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Factions\u002Fworkflows\u002Fstaffml-preview-dev.yml\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Factions\u002Fworkflow\u002Fstatus\u002Fharvard-edge\u002Fcs249r_book\u002Fstaffml-preview-dev.yml?branch=dev&event=push&label=StaffML&logo=target&cacheSeconds=300\" alt=\"StaffML\">\u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Factions\u002Fworkflows\u002Fsync-newsletter.yml\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Factions\u002Fworkflow\u002Fstatus\u002Fharvard-edge\u002Fcs249r_book\u002Fsync-newsletter.yml?branch=dev&event=schedule&label=Newsletter&logo=buttondown&cacheSeconds=300\" alt=\"Newsletter\">\u003C\u002Fa>\n  \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Flast-commit\u002Fharvard-edge\u002Fcs249r_book\u002Fdev?label=Updated&logo=git&cacheSeconds=300\" alt=\"Updated\">\n\u003C\u002Fp>\n\n\u003C!-- Meta -->\n\u003Cp align=\"center\">\n  \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Fblob\u002Fdev\u002FLICENSE.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FLicense-CC--BY--NC--SA%204.0-blue.svg\" alt=\"License\">\u003C\u002Fa>\n  \u003Ca href=\"CITATION.bib\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FCite-IEEE%202024-blue?logo=ieee\" alt=\"Cite\">\u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fopencollective.com\u002Fmlsysbook\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FFund%20Us-Open%20Collective-blue.svg?logo=open-collective\" alt=\"Fund Us\">\u003C\u002Fa>\n\u003C\u002Fp>\n\n\u003Cp align=\"center\">\n  \u003Cb>\u003Ca href=\"https:\u002F\u002Fmlsysbook.ai\">📘 Textbook\u003C\u002Fa>\u003C\u002Fb> •\n  \u003Cb>\u003Ca href=\"https:\u002F\u002Fmlsysbook.ai\u002Fvol1\u002F\">📗 Vol I\u003C\u002Fa> + \u003Ca href=\"https:\u002F\u002Fmlsysbook.ai\u002Fvol2\u002F\">📘 Vol II\u003C\u002Fa>\u003C\u002Fb> •\n  \u003Cb>\u003Ca href=\"https:\u002F\u002Fmlsysbook.ai\u002Ftinytorch\u002F\">🔥 TinyTorch\u003C\u002Fa>\u003C\u002Fb> •\n  \u003Cb>\u003Ca href=\"https:\u002F\u002Fmlsysbook.ai\u002Flabs\u002F\">🔬 Labs\u003C\u002Fa>\u003C\u002Fb> •\n  \u003Cb>\u003Ca href=\"https:\u002F\u002Fmlsysbook.ai\u002Fmlsysim\u002F\">🔮 MLSys·im\u003C\u002Fa>\u003C\u002Fb> •\n  \u003Cb>\u003Ca href=\"https:\u002F\u002Fmlsysbook.ai\u002Fstaffml\u002F\">💼 StaffML\u003C\u002Fa>\u003C\u002Fb>\n\u003C\u002Fp>\n\n\u003Cp align=\"center\">📚 \u003Cb>Hardcopy edition coming 2026 with MIT Press.\u003C\u002Fb>\u003C\u002Fp>\n\n\u003C\u002Fdiv>\n\n---\n\n## Mission\n\n\u003Cdiv align=\"center\">\n  \u003Cblockquote>\n    \u003Cb>The world is rushing to build AI systems. It is not engineering them.\u003C\u002Fb>\n  \u003C\u002Fblockquote>\n\u003C\u002Fdiv>\n\nThat gap is what we mean by AI engineering.\n\n**AI engineering is the discipline of building efficient, reliable, safe, and robust intelligent systems that operate in the real world, not just models in isolation.** Our mission is to establish AI engineering as a foundational discipline alongside software engineering and computer engineering, by teaching how to design, build, and evaluate end-to-end intelligent systems.\n\n**Our goal:** Help **100,000 learners** master ML Systems this year, and reach **1 million by 2030**.\n\n---\n\n## Why One Repository\n\nI designed this as a single integrated curriculum, not a collection of independent projects. The textbook teaches the theory. TinyTorch makes you *build* the internals. The hardware kits force you to confront *real* constraints. The simulator lets you reason about infrastructure you can't afford to rent. Each piece exists because I found that students who only read don't internalize, and students who only code don't generalize.\n\n\u003Cdiv align=\"center\">\n  \u003Cblockquote>\n    \u003Cb>The repository is the curriculum.\u003C\u002Fb>\n  \u003C\u002Fblockquote>\n\u003C\u002Fdiv>\n\nA growing community of contributors helps improve every part of it: fixing errors, sharpening explanations, testing on new hardware. Their work makes this better for everyone, and I'm grateful for every pull request.\n\n---\n\n## The Curriculum\n\nEvery component connects. The textbook gives you the mental models. The labs let you reason through trade-offs interactively, powered by MLSys·im — a modeling engine for infrastructure you can't physically access, and a standalone tool in its own right. TinyTorch makes you build the machinery yourself. The hardware kits put you face-to-face with real deployment constraints. StaffML tests whether you actually understand it. Socratiq adds AI-guided reading, contextual quizzes, and spaced repetition inside the learning experience. And the instructor hub, slides, and newsletter give educators everything they need to bring this into a classroom.\n\n\u003Cp align=\"center\">\n  \u003Cimg src=\"README\u002Fcurriculum-map.svg?v=4\" alt=\"Curriculum map showing how the textbook, labs, TinyTorch, hardware kits, MLSys·im, and StaffML connect\" width=\"760\">\n\u003C\u002Fp>\n\n### For Students\n\n\u003Ctable width=\"100%\" style=\"width:100%\">\n  \u003Cthead>\n    \u003Ctr>\n      \u003Cth width=\"5%\">\u003C\u002Fth>\n      \u003Cth width=\"15%\">Component\u003C\u002Fth>\n      \u003Cth width=\"50%\">Role in the Curriculum\u003C\u002Fth>\n      \u003Cth width=\"30%\">Link\u003C\u002Fth>\n    \u003C\u002Ftr>\n  \u003C\u002Fthead>\n  \u003Ctbody>\n    \u003Ctr>\n      \u003Ctd align=\"center\">📖\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>Textbook\u003C\u002Fb>\u003C\u002Ftd>\n      \u003Ctd>Two-volume MIT Press textbook. The theory, the mental models, and the quantitative reasoning that everything else builds on.\u003C\u002Ftd>\n      \u003Ctd>\u003Ca href=\"https:\u002F\u002Fmlsysbook.ai\u002Fvol1\u002F\">Vol I\u003C\u002Fa> · \u003Ca href=\"https:\u002F\u002Fmlsysbook.ai\u002Fvol2\u002F\">Vol II\u003C\u002Fa>\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\">🔬\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>Labs\u003C\u002Fb>\u003C\u002Ftd>\n      \u003Ctd>Interactive Marimo notebooks where you explore trade-offs from the textbook: change a parameter, see what breaks, build intuition. Powered by MLSys·im under the hood.\u003C\u002Ftd>\n      \u003Ctd>\u003Ca href=\"https:\u002F\u002Fmlsysbook.ai\u002Flabs\u002F\">Launch labs\u003C\u002Fa> · \u003Ca href=\"labs\u002FREADME.md\">Repo guide\u003C\u002Fa>\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\">🔥\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>Tiny🔥Torch\u003C\u002Fb>\u003C\u002Ftd>\n      \u003Ctd>Build your own ML framework from scratch across 20 progressive modules. You don't understand a system until you've built one.\u003C\u002Ftd>\n      \u003Ctd>\u003Ca href=\"https:\u002F\u002Fmlsysbook.ai\u002Ftinytorch\u002F\">Get started\u003C\u002Fa>\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\">🛠️\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>Hardware Kits\u003C\u002Fb>\u003C\u002Ftd>\n      \u003Ctd>Deploy ML to Arduino, Seeed, Grove, and Raspberry Pi devices. Real memory limits, real power budgets, real latency.\u003C\u002Ftd>\n      \u003Ctd>\u003Ca href=\"https:\u002F\u002Fmlsysbook.ai\u002Fkits\">Browse labs\u003C\u002Fa>\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\">🔮\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>MLSys·im\u003C\u002Fb>\u003C\u002Ftd>\n      \u003Ctd>Calculate memory bottlenecks, network saturation, and scheduling limits at infrastructure scales you can't physically access.\u003C\u002Ftd>\n      \u003Ctd>\u003Ca href=\"https:\u002F\u002Fmlsysbook.ai\u002Fmlsysim\u002F\">Use simulator\u003C\u002Fa> · \u003Ca href=\"mlsysim\u002FREADME.md\">Repo guide\u003C\u002Fa>\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\">💼\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>StaffML\u003C\u002Fb>\u003C\u002Ftd>\n      \u003Ctd>Physics-grounded interview questions for ML systems roles. Vault, practice drills, mock interviews, and progress tracking.\u003C\u002Ftd>\n      \u003Ctd>\u003Ca href=\"https:\u002F\u002Fmlsysbook.ai\u002Fstaffml\u002F\">Practice\u003C\u002Fa> · \u003Ca href=\"interviews\u002FREADME.md\">Repo guide\u003C\u002Fa>\u003C\u002Ftd>\n    \u003C\u002Ftr>\n  \u003C\u002Ftbody>\n\u003C\u002Ftable>\n\n### For Educators\n\n\u003Ctable width=\"100%\" style=\"width:100%\">\n  \u003Cthead>\n    \u003Ctr>\n      \u003Cth width=\"5%\">\u003C\u002Fth>\n      \u003Cth width=\"15%\">Component\u003C\u002Fth>\n      \u003Cth width=\"50%\">What It Provides\u003C\u002Fth>\n      \u003Cth width=\"30%\">Link\u003C\u002Fth>\n    \u003C\u002Ftr>\n  \u003C\u002Fthead>\n  \u003Ctbody>\n    \u003Ctr>\n      \u003Ctd align=\"center\">🎓\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>Instructor Hub\u003C\u002Fb>\u003C\u002Ftd>\n      \u003Ctd>The AI Engineering Blueprint: two 16-week syllabi, pedagogy guide, assessment rubrics, and a TA handbook.\u003C\u002Ftd>\n      \u003Ctd>\u003Ca href=\"https:\u002F\u002Fmlsysbook.ai\u002Finstructors\u002F\">View hub\u003C\u002Fa> · \u003Ca href=\"instructors\u002FREADME.md\">Repo guide\u003C\u002Fa>\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\">🎬\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>Lecture Slides\u003C\u002Fb>\u003C\u002Ftd>\n      \u003Ctd>Beamer slide decks for every chapter, with four theme variants. Drop into your course and teach.\u003C\u002Ftd>\n      \u003Ctd>\u003Ca href=\"https:\u002F\u002Fmlsysbook.ai\u002Fslides\u002F\">Browse decks\u003C\u002Fa> · \u003Ca href=\"slides\u002FREADME.md\">Repo guide\u003C\u002Fa>\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\">📬\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>Newsletter\u003C\u002Fb>\u003C\u002Ftd>\n      \u003Ctd>Updates on the curriculum, new chapters, and what the community is building.\u003C\u002Ftd>\n      \u003Ctd>\u003Ca href=\"https:\u002F\u002Fbuttondown.email\u002Fmlsysbook\">Subscribe\u003C\u002Fa>\u003C\u002Ftd>\n    \u003C\u002Ftr>\n  \u003C\u002Ftbody>\n\u003C\u002Ftable>\n\n---\n\n## Choose Your Path\n\nThe pieces are designed to work together, but you do not need to adopt everything at once.\n\n| If you are... | Start here | Then go deeper |\n|---|---|---|\n| **A student or self-learner** | [Read Volume I](https:\u002F\u002Fmlsysbook.ai\u002Fvol1\u002F) and try [Lab 00](https:\u002F\u002Fmlsysbook.ai\u002Flabs\u002Fvol1\u002Flab_00_introduction\u002F) | Build [TinyTorch](https:\u002F\u002Fmlsysbook.ai\u002Ftinytorch\u002F), use [MLSys·im](https:\u002F\u002Fmlsysbook.ai\u002Fmlsysim\u002F), and practice with [StaffML](https:\u002F\u002Fmlsysbook.ai\u002Fstaffml\u002F) |\n| **An instructor** | Open [The AI Engineering Blueprint](https:\u002F\u002Fmlsysbook.ai\u002Finstructors\u002F) | Use the [course map](https:\u002F\u002Fmlsysbook.ai\u002Finstructors\u002Fcourse-map.html), [slides](https:\u002F\u002Fmlsysbook.ai\u002Fslides\u002F), rubrics, and TA guide |\n| **A contributor** | Pick the component you use most | Improve chapters, labs, tests, examples, hardware notes, simulator models, or assessment content |\n\nThe learning loop is: **Read → Explore → Build → Model → Deploy → Practice → Teach**.\n\n### Adjacent and Experimental Work\n\nSome projects are intentionally earlier-stage than the main curriculum:\n\n- [Socratiq](socratiq\u002FREADME.md) explores AI-guided reading, contextual quizzes, and spaced repetition for static learning sites.\n- [MLPerf EDU](mlperf-edu\u002FREADME.md) is an under-construction pedagogical benchmark suite aligned with MLCommons MLPerf.\n- [Periodic Table of ML Systems](periodic-table\u002FREADME.md) is a compact concept map for organizing recurring systems ideas.\n\n---\n\n## What You Will Learn\n\nThis textbook teaches you to think at the intersection of machine learning and systems engineering. Each chapter bridges algorithmic concepts with the infrastructure that makes them work in practice.\n\n\u003Ctable width=\"100%\" style=\"width:100%\">\n  \u003Cthead>\n    \u003Ctr>\n      \u003Cth width=\"45%\">You know...\u003C\u002Fth>\n      \u003Cth width=\"10%\" align=\"center\">\u003C\u002Fth>\n      \u003Cth width=\"45%\">You will learn...\u003C\u002Fth>\n    \u003C\u002Ftr>\n  \u003C\u002Fthead>\n  \u003Ctbody>\n    \u003Ctr>\n      \u003Ctd>How to train a model\u003C\u002Ftd>\n      \u003Ctd align=\"center\">→\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>How training scales across GPU clusters\u003C\u002Fb>\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd>That quantization shrinks models\u003C\u002Ftd>\n      \u003Ctd align=\"center\">→\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>How INT8 math maps to silicon\u003C\u002Fb>\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd>What a transformer is\u003C\u002Ftd>\n      \u003Ctd align=\"center\">→\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>Why KV-cache dominates memory at inference\u003C\u002Fb>\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd>Models run on GPUs\u003C\u002Ftd>\n      \u003Ctd align=\"center\">→\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>How schedulers balance latency vs throughput\u003C\u002Fb>\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd>Edge devices have limits\u003C\u002Ftd>\n      \u003Ctd align=\"center\">→\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>How to co-design models and hardware\u003C\u002Fb>\u003C\u002Ftd>\n    \u003C\u002Ftr>\n  \u003C\u002Ftbody>\n\u003C\u002Ftable>\n\n### Book Structure\n\nThe textbook follows the Hennessy & Patterson pedagogical model across two volumes:\n\n\u003Ctable width=\"100%\" style=\"width:100%\">\n  \u003Cthead>\n    \u003Ctr>\n      \u003Cth width=\"5%\">\u003C\u002Fth>\n      \u003Cth width=\"15%\">Volume\u003C\u002Fth>\n      \u003Cth width=\"25%\">Theme\u003C\u002Fth>\n      \u003Cth width=\"55%\">Scope\u003C\u002Fth>\n    \u003C\u002Ftr>\n  \u003C\u002Fthead>\n  \u003Ctbody>\n    \u003Ctr>\n      \u003Ctd align=\"center\">📗\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>Volume I\u003C\u002Fb>\u003C\u002Ftd>\n      \u003Ctd>Build, Optimize, Deploy\u003C\u002Ftd>\n      \u003Ctd>Single-machine ML systems (1–8 GPUs). Foundations, optimization, and deployment on one node.\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\">📘\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>Volume II\u003C\u002Fb>\u003C\u002Ftd>\n      \u003Ctd>Scale, Distribute, Govern\u003C\u002Ftd>\n      \u003Ctd>Distributed systems at production scale. Multi-machine infrastructure, fault tolerance, and governance.\u003C\u002Ftd>\n    \u003C\u002Ftr>\n  \u003C\u002Ftbody>\n\u003C\u002Ftable>\n\n---\n\n## Quick Start\n\n\u003Ctable width=\"100%\" style=\"width:100%\">\n  \u003Ctbody>\n    \u003Ctr>\n      \u003Ctd width=\"7%\" align=\"center\">\u003Ch3>①\u003C\u002Fh3>\u003C\u002Ftd>\n      \u003Ctd width=\"93%\">\u003Cb>Read the textbook.\u003C\u002Fb> Start with \u003Ca href=\"https:\u002F\u002Fmlsysbook.ai\u002Fvol1\u002F\">Volume I\u003C\u002Fa> or continue to \u003Ca href=\"https:\u002F\u002Fmlsysbook.ai\u002Fvol2\u002F\">Volume II\u003C\u002Fa>. It's the foundation for everything else.\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\">\u003Ch3>②\u003C\u002Fh3>\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>Pick a hands-on path.\u003C\u002Fb> \u003Ca href=\"https:\u002F\u002Fmlsysbook.ai\u002Ftinytorch\u002F\">Build a framework\u003C\u002Fa> (TinyTorch), \u003Ca href=\"https:\u002F\u002Fmlsysbook.ai\u002Flabs\u002F\">explore trade-offs\u003C\u002Fa> (Labs), \u003Ca href=\"https:\u002F\u002Fmlsysbook.ai\u002Fmlsysim\u002F\">model constraints\u003C\u002Fa> (MLSys·im), or \u003Ca href=\"https:\u002F\u002Fmlsysbook.ai\u002Fkits\">deploy to real hardware\u003C\u002Fa> (Kits).\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\">\u003Ch3>③\u003C\u002Fh3>\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>Test yourself.\u003C\u002Fb> Drill \u003Ca href=\"https:\u002F\u002Fmlsysbook.ai\u002Fstaffml\u002F\">StaffML\u003C\u002Fa>: physics-grounded systems design questions across cloud, edge, mobile, and TinyML.\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\">\u003Ch3>④\u003C\u002Fh3>\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>Teach it.\u003C\u002Fb> Adopt the curriculum with the \u003Ca href=\"https:\u002F\u002Fmlsysbook.ai\u002Finstructors\u002F\">AI Engineering Blueprint\u003C\u002Fa> and \u003Ca href=\"https:\u002F\u002Fmlsysbook.ai\u002Fslides\u002F\">lecture slides\u003C\u002Fa>.\u003C\u002Ftd>\n    \u003C\u002Ftr>\n  \u003C\u002Ftbody>\n\u003C\u002Ftable>\n\n---\n\n## Branch Guide\n\n> [!NOTE]\n> **You are on the `dev` branch.** Active development happens here. For the last stable release, see the [`main` branch](https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Ftree\u002Fmain).\n\n\u003Ctable width=\"100%\" style=\"width:100%\">\n  \u003Cthead>\n    \u003Ctr>\n      \u003Cth width=\"5%\">\u003C\u002Fth>\n      \u003Cth width=\"15%\">Branch\u003C\u002Fth>\n      \u003Cth width=\"45%\">What's on it\u003C\u002Fth>\n      \u003Cth width=\"35%\">Status\u003C\u002Fth>\n    \u003C\u002Ftr>\n  \u003C\u002Fthead>\n  \u003Ctbody>\n    \u003Ctr>\n      \u003Ctd align=\"center\">🟢\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>\u003Ccode>main\u003C\u002Fcode>\u003C\u002Fb>\u003Cbr>\u003Ca href=\"https:\u002F\u002Fmlsysbook.ai\">mlsysbook.ai\u003C\u002Fa>\u003C\u002Ftd>\n      \u003Ctd>Single-volume textbook (current edition)\u003C\u002Ftd>\n      \u003Ctd>Live — this is what readers see today.\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\">🟡\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>\u003Ccode>dev\u003C\u002Fcode>\u003C\u002Fb>\u003Cbr>\u003Ci>← you are here\u003C\u002Fi>\u003C\u002Ftd>\n      \u003Ctd>\n        \u003Cb>Volume I\u003C\u002Fb> — two-volume split (content complete, editorial polish)\u003Cbr>\n        \u003Cb>Volume II\u003C\u002Fb> — At Scale (active development)\u003Cbr>\n        \u003Cb>Curriculum\u003C\u002Fb> — TinyTorch, Kits, MLSys·im, Labs, StaffML\n      \u003C\u002Ftd>\n      \u003Ctd>\n        TinyTorch and Hardware Kits are live.\u003Cbr>\n        MLSys·im, Labs, and StaffML are early-release and actively iterated.\n      \u003C\u002Ftd>\n    \u003C\u002Ftr>\n  \u003C\u002Ftbody>\n\u003C\u002Ftable>\n\n\u003Cp align=\"center\">\u003Ci>The two-volume split replaces the single-volume edition at launch.\u003C\u002Fi>\u003C\u002Fp>\n\n---\n\n## Support This Work\n\n\u003Cdiv align=\"center\">\n\n\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Fstargazers\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fharvard-edge\u002Fcs249r_book?style=for-the-badge&logo=github&color=gold\" alt=\"Stars\">\u003C\u002Fa>\n  \n\u003Ca href=\"https:\u002F\u002Fopencollective.com\u002Fmlsysbook\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FFund-Open%20Collective-blue.svg?style=for-the-badge&logo=open-collective\" alt=\"Open Collective\">\u003C\u002Fa>\n\n\u003C\u002Fdiv>\n\n\u003Ctable width=\"100%\" style=\"width:100%\">\n  \u003Ctbody>\n    \u003Ctr>\n      \u003Ctd width=\"50%\" align=\"center\">\n        \u003Cb>Star the repo\u003C\u002Fb>\u003Cbr>\n        Stars signal to universities and foundations that this work matters. They directly fund workshops and hardware kits for underserved classrooms.\u003Cbr>\u003Cbr>\n        \u003Ca href=\"https:\u002F\u002Fstar-history.com\u002F#harvard-edge\u002Fcs249r_book&Date\">\u003Cimg src=\"https:\u002F\u002Fapi.star-history.com\u002Fsvg?repos=harvard-edge\u002Fcs249r_book&type=Date\" alt=\"Star History Chart\" width=\"400\">\u003C\u002Fa>\u003Cbr>\n        100 → 1,000 → \u003Cb>10,000\u003C\u002Fb> → 100,000 → \u003Cb>1M learners by 2030\u003C\u002Fb>\n      \u003C\u002Ftd>\n      \u003Ctd width=\"50%\" align=\"center\">\n        \u003Cb>Fund the mission\u003C\u002Fb>\u003Cbr>\n        All contributions go to \u003Ca href=\"https:\u002F\u002Fopencollective.com\u002Fmlsysbook\">Open Collective\u003C\u002Fa>, a transparent fund for educational outreach. Every dollar goes to reaching more students.\u003Cbr>\u003Cbr>\n        \u003Ca href=\"https:\u002F\u002Fopencollective.com\u002Fmlsysbook\">\u003Cimg src=\"https:\u002F\u002Fopencollective.com\u002Fmlsysbook\u002Ftiers\u002Fbadge.svg\" alt=\"Open Collective\">\u003C\u002Fa>\n      \u003C\u002Ftd>\n    \u003C\u002Ftr>\n  \u003C\u002Ftbody>\n\u003C\u002Ftable>\n\n---\n\n## Contributing\n\n\u003Ctable width=\"100%\" style=\"width:100%\">\n  \u003Cthead>\n    \u003Ctr>\n      \u003Cth width=\"5%\">\u003C\u002Fth>\n      \u003Cth width=\"40%\">I want to...\u003C\u002Fth>\n      \u003Cth width=\"55%\">Go here\u003C\u002Fth>\n    \u003C\u002Ftr>\n  \u003C\u002Fthead>\n  \u003Ctbody>\n    \u003Ctr>\n      \u003Ctd align=\"center\">📖\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>Fix a typo or improve a chapter\u003C\u002Fb>\u003C\u002Ftd>\n      \u003Ctd>\u003Ca href=\"book\u002Fdocs\u002FCONTRIBUTING.md\">Textbook contributing guide\u003C\u002Fa>\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\">🔥\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>Add a TinyTorch module or fix a bug\u003C\u002Fb>\u003C\u002Ftd>\n      \u003Ctd>\u003Ca href=\"tinytorch\u002FCONTRIBUTING.md\">TinyTorch contributing guide\u003C\u002Fa>\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\">🛠️\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>Improve hardware labs\u003C\u002Fb>\u003C\u002Ftd>\n      \u003Ctd>\u003Ca href=\"kits\u002FREADME.md\">Hardware kits guide\u003C\u002Fa>\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\">🔬\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>Improve interactive labs or simulator models\u003C\u002Fb>\u003C\u002Ftd>\n      \u003Ctd>\u003Ca href=\"labs\u002FREADME.md\">Labs guide\u003C\u002Fa> · \u003Ca href=\"mlsysim\u002FREADME.md\">MLSys·im guide\u003C\u002Fa>\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\">💼\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>Improve assessment or career-readiness content\u003C\u002Fb>\u003C\u002Ftd>\n      \u003Ctd>\u003Ca href=\"interviews\u002FREADME.md\">StaffML guide\u003C\u002Fa> · \u003Ca href=\"book\u002Ftools\u002Fscripts\u002Fgenai\u002Fquiz_refresh\u002FREADME.md\">quiz refresh guide\u003C\u002Fa>\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\">🧠\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>Improve AI learning tools\u003C\u002Fb>\u003C\u002Ftd>\n      \u003Ctd>\u003Ca href=\"socratiq\u002FREADME.md\">Socratiq guide\u003C\u002Fa>\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\">🐛\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>Report an issue\u003C\u002Fb>\u003C\u002Ftd>\n      \u003Ctd>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Fissues\">GitHub Issues\u003C\u002Fa>\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\">💬\u003C\u002Ftd>\n      \u003Ctd>\u003Cb>Ask a question\u003C\u002Fb>\u003C\u002Ftd>\n      \u003Ctd>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Fdiscussions\">GitHub Discussions\u003C\u002Fa>\u003C\u002Ftd>\n    \u003C\u002Ftr>\n  \u003C\u002Ftbody>\n\u003C\u002Ftable>\n\n---\n\n## License\n\nThis is a multi-component repository, and **each component is released under its own license** to match its purpose. The file inside each directory (e.g. `tinytorch\u002FLICENSE`, `interviews\u002Fstaffml\u002FLICENSE`) is authoritative.\n\n| Component | License | What it means |\n|---|---|---|\n| Textbook (`book\u002F`), Labs (`labs\u002F`), Kits (`kits\u002F`), Slides (`slides\u002F`), Instructors (`instructors\u002F`) | [CC-BY-NC-SA 4.0](LICENSE.md) | Share and adapt for **non-commercial** use, with attribution and same-license sharing. |\n| [TinyTorch](tinytorch\u002FLICENSE) | MIT | Permissive — use, modify, redistribute, including commercially. |\n| [MLSys·im](mlsysim\u002FLICENSE.md) | Apache 2.0 | Permissive with explicit patent grant. |\n| [StaffML](interviews\u002Fstaffml\u002FLICENSE) | AGPL v3 | Strong copyleft — modifications to deployed services must be published. Commercial licensing available; contact the authors. |\n| [StaffML question corpus](interviews\u002Fvault\u002Fquestions\u002FLICENSE) | CC BY-NC 4.0 | Research and educational use; commercial use requires permission. |\n| [TinyDigits dataset](tinytorch\u002Fdatasets\u002Ftinydigits\u002FLICENSE) | BSD 3-Clause | Permissive (matches sklearn ancestry). |\n| [TinyTalks dataset](tinytorch\u002Fdatasets\u002Ftinytalks\u002FLICENSE) | CC BY 4.0 | Permissive with attribution; commercial use allowed. |\n\nA user-facing summary lives at [mlsysbook.ai\u002Fabout\u002Flicense](https:\u002F\u002Fmlsysbook.ai\u002Fabout\u002Flicense.html).\n\nIf you are an institution considering adoption, or a company interested in commercial terms for a copyleft component, please reach out to [edu@tinyML.org](mailto:edu@tinyML.org).\n\n---\n\n## Contributors\n\nThanks goes to these wonderful people who have contributed to making this resource better for everyone!\n\n**Legend:** 🪲 Bug Hunter · 🧑‍💻 Code Contributor · ✍️ Doc Wizard · 🎨 Design Artist · 🧠 Idea Spark · 🔎 Code Reviewer · 🧪 Test Tinkerer · 🛠️ Tool Builder\n\n### 📖 Textbook Contributors\n\n\u003C!-- BOOK-CONTRIBUTORS-START -->\n\u003C!-- prettier-ignore-start -->\n\u003C!-- markdownlint-disable -->\n\u003Ctable width=\"100%\" style=\"width:100%\">\n  \u003Ctbody>\n    \u003Ctr>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fprofvjreddi\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fprofvjreddi?v=4?s=50\" width=\"50px;\" alt=\"Vijay Janapa Reddi\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Vijay Janapa Reddi\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲 🧑‍💻 🎨 ✍️ 🧠 🔎 🧪 🛠️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FMjrovai\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FMjrovai?v=4?s=50\" width=\"50px;\" alt=\"Marcelo Rovai\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Marcelo Rovai\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🧑‍💻 🎨 🧪\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Foamazonasgabriel\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Foamazonasgabriel?v=4?s=50\" width=\"50px;\" alt=\"Gabriel Amazonas\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Gabriel Amazonas\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲 ✍️ 🧠\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fhzeljko\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fhzeljko?v=4?s=50\" width=\"50px;\" alt=\"Zeljko Hrcek\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Zeljko Hrcek\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🧑‍💻 ✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FTess314\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FTess314?v=4?s=50\" width=\"50px;\" alt=\"Tess Watt\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Tess Watt\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲 ✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fkai4avaya\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fkai4avaya?v=4?s=50\" width=\"50px;\" alt=\"Kai Kleinbard\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Kai Kleinbard\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🧑‍💻 🛠️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fdidier-durand\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fdidier-durand?v=4?s=50\" width=\"50px;\" alt=\"Didier Durand\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Didier Durand\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️ 🪲\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FShashank-Tripathi-07\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F178375647?v=4?v=4?s=50\" width=\"50px;\" alt=\"Rocky\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Rocky\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲 🧑‍💻\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fgustaf-hammarberg\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F46937826?v=4?v=4?s=50\" width=\"50px;\" alt=\"Gustaf Hammarberg\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Gustaf Hammarberg\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲 🧑‍💻\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fjasonjabbour\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fjasonjabbour?v=4?s=50\" width=\"50px;\" alt=\"Jason Jabbour\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Jason Jabbour\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fuchendui\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fuchendui?v=4?s=50\" width=\"50px;\" alt=\"Ikechukwu Uchendu\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Ikechukwu Uchendu\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FNaeemkh\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FNaeemkh?v=4?s=50\" width=\"50px;\" alt=\"Naeem Khoshnevis\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Naeem Khoshnevis\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FSara-Khosravi\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FSara-Khosravi?v=4?s=50\" width=\"50px;\" alt=\"Sara Khosravi\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Sara Khosravi\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FV0XNIHILI\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FV0XNIHILI?v=4?s=50\" width=\"50px;\" alt=\"Douwe den Blanken\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Douwe den Blanken\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002F18jeffreyma\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002F18jeffreyma?v=4?s=50\" width=\"50px;\" alt=\"Jeffrey Ma\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Jeffrey Ma\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fshanzehbatool\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fshanzehbatool?v=4?s=50\" width=\"50px;\" alt=\"shanzehbatool\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>shanzehbatool\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Feliasab16\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Feliasab16?v=4?s=50\" width=\"50px;\" alt=\"Elias\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Elias\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FJaredP94\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FJaredP94?v=4?s=50\" width=\"50px;\" alt=\"Jared Ping\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Jared Ping\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fishapira1\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fishapira1?v=4?s=50\" width=\"50px;\" alt=\"Itai Shapira\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Itai Shapira\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Fgraphs\u002Fcontributors\">\u003Cimg src=\"https:\u002F\u002Fwww.gravatar.com\u002Favatar\u002F8863743b4f26c1a20e730fcf7ebc3bc0?d=identicon&s=100?v=4?s=50\" width=\"50px;\" alt=\"Maximilian Lam\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Maximilian Lam\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fjaysonzlin\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fjaysonzlin?v=4?s=50\" width=\"50px;\" alt=\"Jayson Lin\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Jayson Lin\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fsophiacho1\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fsophiacho1?v=4?s=50\" width=\"50px;\" alt=\"Sophia Cho\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Sophia Cho\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fandreamurillomtz\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fandreamurillomtz?v=4?s=50\" width=\"50px;\" alt=\"Andrea\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Andrea\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Falxrod\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Falxrod?v=4?s=50\" width=\"50px;\" alt=\"Alex Rodriguez\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Alex Rodriguez\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fkorneelf1\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fkorneelf1?v=4?s=50\" width=\"50px;\" alt=\"Korneel Van den Berghe\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Korneel Van den Berghe\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Ffoundingnimo\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Ffoundingnimo?v=4?s=50\" width=\"50px;\" alt=\"Nimo\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Nimo\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fcolbybanbury\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fcolbybanbury?v=4?s=50\" width=\"50px;\" alt=\"Colby Banbury\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Colby Banbury\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fzishenwan\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fzishenwan?v=4?s=50\" width=\"50px;\" alt=\"Zishen Wan\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Zishen Wan\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmmaz\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fmmaz?v=4?s=50\" width=\"50px;\" alt=\"Mark Mazumder\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Mark Mazumder\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fma3mool\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fma3mool?v=4?s=50\" width=\"50px;\" alt=\"Abdulrahman Mahmoud\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Abdulrahman Mahmoud\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FDivyaAmirtharaj\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FDivyaAmirtharaj?v=4?s=50\" width=\"50px;\" alt=\"Divya Amirtharaj\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Divya Amirtharaj\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fsrivatsankrishnan\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fsrivatsankrishnan?v=4?s=50\" width=\"50px;\" alt=\"Srivatsan Krishnan\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Srivatsan Krishnan\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Farnaumarin\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Farnaumarin?v=4?s=50\" width=\"50px;\" alt=\"marin-llobet\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>marin-llobet\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Faptl26\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Faptl26?v=4?s=50\" width=\"50px;\" alt=\"Aghyad Deeb\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Aghyad Deeb\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FJames-QiuHaoran\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FJames-QiuHaoran?v=4?s=50\" width=\"50px;\" alt=\"Haoran Qiu\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Haoran Qiu\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FEkhao\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FEkhao?v=4?s=50\" width=\"50px;\" alt=\"Emil Njor\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Emil Njor\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FELSuitorHarvard\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FELSuitorHarvard?v=4?s=50\" width=\"50px;\" alt=\"ELSuitorHarvard\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>ELSuitorHarvard\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FkaiM0ves\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FkaiM0ves?v=4?s=50\" width=\"50px;\" alt=\"kaiM0ves\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>kaiM0ves\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Foishib\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Foishib?v=4?s=50\" width=\"50px;\" alt=\"oishib\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>oishib\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fjared-ni\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fjared-ni?v=4?s=50\" width=\"50px;\" alt=\"Jared Ni\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Jared Ni\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FAditiR-42\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FAditiR-42?v=4?s=50\" width=\"50px;\" alt=\"Aditi Raju\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Aditi Raju\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FMichaelSchnebly\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FMichaelSchnebly?v=4?s=50\" width=\"50px;\" alt=\"Michael Schnebly\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Michael Schnebly\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FVThuong99\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FVThuong99?v=4?s=50\" width=\"50px;\" alt=\"Thuong Duong\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Thuong Duong\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fleo47007\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fleo47007?v=4?s=50\" width=\"50px;\" alt=\"Yu-Shun Hsiao\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Yu-Shun Hsiao\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FBaeHenryS\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FBaeHenryS?v=4?s=50\" width=\"50px;\" alt=\"Henry Bae\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Henry Bae\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Feimlav\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Feimlav?v=4?s=50\" width=\"50px;\" alt=\"Eimhin Laverty\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Eimhin Laverty\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fjaywonchung\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fjaywonchung?v=4?s=50\" width=\"50px;\" alt=\"Jae-Won Chung\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Jae-Won Chung\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FShvetankPrakash\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FShvetankPrakash?v=4?s=50\" width=\"50px;\" alt=\"Shvetank Prakash\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Shvetank Prakash\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmarcozennaro\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fmarcozennaro?v=4?s=50\" width=\"50px;\" alt=\"Marco Zennaro\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Marco Zennaro\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Faryatschand\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Faryatschand?v=4?s=50\" width=\"50px;\" alt=\"Arya Tschand\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Arya Tschand\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Farbass22\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Farbass22?v=4?s=50\" width=\"50px;\" alt=\"Andrew Bass\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Andrew Bass\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fpongtr\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fpongtr?v=4?s=50\" width=\"50px;\" alt=\"Pong Trairatvorakul\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Pong Trairatvorakul\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Feuranofshin\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Feuranofshin?v=4?s=50\" width=\"50px;\" alt=\"Eura Nofshin\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Eura Nofshin\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Fgraphs\u002Fcontributors\">\u003Cimg src=\"https:\u002F\u002Fwww.gravatar.com\u002Favatar\u002F0c931fcfd03cd548d44c90602dd773ba?d=identicon&s=100?v=4?s=50\" width=\"50px;\" alt=\"Matthew Stewart\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Matthew Stewart\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Fgraphs\u002Fcontributors\">\u003Cimg src=\"https:\u002F\u002Fwww.gravatar.com\u002Favatar\u002Faf39c27c6090c50a1921a9b6366e81cc?d=identicon&s=100?v=4?s=50\" width=\"50px;\" alt=\"Emeka Ezike\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Emeka Ezike\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fjianqingdu\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fjianqingdu?v=4?s=50\" width=\"50px;\" alt=\"jianqingdu\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>jianqingdu\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fjzhou1318\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fjzhou1318?v=4?s=50\" width=\"50px;\" alt=\"Jennifer Zhou\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Jennifer Zhou\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fvitasam\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fvitasam?v=4?s=50\" width=\"50px;\" alt=\"The Random DIY\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>The Random DIY\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Fgraphs\u002Fcontributors\">\u003Cimg src=\"https:\u002F\u002Fwww.gravatar.com\u002Favatar\u002F468ef35acc69f3266efd700992daa369?d=identicon&s=100?v=4?s=50\" width=\"50px;\" alt=\"Fatima Shah\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Fatima Shah\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FBrunoScaglione\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FBrunoScaglione?v=4?s=50\" width=\"50px;\" alt=\"Bruno Scaglione\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Bruno Scaglione\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FAllen-Kuang\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FAllen-Kuang?v=4?s=50\" width=\"50px;\" alt=\"Allen-Kuang\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Allen-Kuang\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Ftaunoe\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Ftaunoe?v=4?s=50\" width=\"50px;\" alt=\"Tauno Erik\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Tauno Erik\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fgnodipac886\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fgnodipac886?v=4?s=50\" width=\"50px;\" alt=\"gnodipac886\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>gnodipac886\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fserco425\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fserco425?v=4?s=50\" width=\"50px;\" alt=\"Sercan Aygün\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Sercan Aygün\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FTheHiddenLayer\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FTheHiddenLayer?v=4?s=50\" width=\"50px;\" alt=\"TheHiddenLayer\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>TheHiddenLayer\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FGjain234\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FGjain234?v=4?s=50\" width=\"50px;\" alt=\"Gauri Jain\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Gauri Jain\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FFinAminToastCrunch\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FFinAminToastCrunch?v=4?s=50\" width=\"50px;\" alt=\"Fin Amin\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Fin Amin\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Falex-oesterling\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Falex-oesterling?v=4?s=50\" width=\"50px;\" alt=\"Alex Oesterling\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Alex Oesterling\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FAbenezerKb\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FAbenezerKb?v=4?s=50\" width=\"50px;\" alt=\"Abenezer Angamo\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Abenezer Angamo\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FBravoBaldo\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FBravoBaldo?v=4?s=50\" width=\"50px;\" alt=\"Baldassarre Cesarano\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Baldassarre Cesarano\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FJahnic-kb\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FJahnic-kb?v=4?s=50\" width=\"50px;\" alt=\"Jahnic Beck\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Jahnic Beck\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Faethernavshulkraven-allain\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Faethernavshulkraven-allain?v=4?s=50\" width=\"50px;\" alt=\"अरनव शुक्ला | Arnav Shukla\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>अरनव शुक्ला | Arnav Shukla\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FRinZ27\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FRinZ27?v=4?s=50\" width=\"50px;\" alt=\"Rin\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Rin\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fbilgeacun\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fbilgeacun?v=4?s=50\" width=\"50px;\" alt=\"Bilge Acun\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Bilge Acun\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fatcheng2\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fatcheng2?v=4?s=50\" width=\"50px;\" alt=\"Andy Cheng\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Andy Cheng\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Farighosh05\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Farighosh05?v=4?s=50\" width=\"50px;\" alt=\"Aritra Ghosh\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Aritra Ghosh\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fabigailswallow\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fabigailswallow?v=4?s=50\" width=\"50px;\" alt=\"abigailswallow\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>abigailswallow\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FYangZhou1997\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FYangZhou1997?v=4?s=50\" width=\"50px;\" alt=\"Yang Zhou\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Yang Zhou\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FXaicuL\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FXaicuL?v=4?s=50\" width=\"50px;\" alt=\"JEON HYUNJUN(Luciano)\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>JEON HYUNJUN(Luciano)\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Femmanuel2406\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Femmanuel2406?v=4?s=50\" width=\"50px;\" alt=\"Emmanuel Rassou\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Emmanuel Rassou\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fjasonlyik\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fjasonlyik?v=4?s=50\" width=\"50px;\" alt=\"Jason Yik\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Jason Yik\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fjessicaquaye\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fjessicaquaye?v=4?s=50\" width=\"50px;\" alt=\"Jessica Quaye\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Jessica Quaye\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fcursoragent\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fcursoragent?v=4?s=50\" width=\"50px;\" alt=\"Cursor Agent\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Cursor Agent\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fhappyappledog\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fhappyappledog?v=4?s=50\" width=\"50px;\" alt=\"happyappledog\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>happyappledog\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fsnuggs\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fsnuggs?v=4?s=50\" width=\"50px;\" alt=\"Snuggs\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Snuggs\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fswilcock0\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fswilcock0?v=4?s=50\" width=\"50px;\" alt=\"Sam Wilcock\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Sam Wilcock\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fsjohri20\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fsjohri20?v=4?s=50\" width=\"50px;\" alt=\"Shreya Johri\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Shreya Johri\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fskmur\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fskmur?v=4?s=50\" width=\"50px;\" alt=\"Sonia Murthy\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Sonia Murthy\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Fgraphs\u002Fcontributors\">\u003Cimg src=\"https:\u002F\u002Fwww.gravatar.com\u002Favatar\u002Ffc4f3460cdfb9365ab59bdeafb06413e?d=identicon&s=100?v=4?s=50\" width=\"50px;\" alt=\"Costin-Andrei Oncescu\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Costin-Andrei Oncescu\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Fgraphs\u002Fcontributors\">\u003Cimg src=\"https:\u002F\u002Fwww.gravatar.com\u002Favatar\u002F0d6b8616427d8b19d425c9808692e347?d=identicon&s=100?v=4?s=50\" width=\"50px;\" alt=\"formlsysbookissue\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>formlsysbookissue\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Fgraphs\u002Fcontributors\">\u003Cimg src=\"https:\u002F\u002Fwww.gravatar.com\u002Favatar\u002F7cd8d5dfd83071f23979019d97655dc5?d=identicon&s=100?v=4?s=50\" width=\"50px;\" alt=\"Annie Laurie Cook\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Annie Laurie Cook\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Fgraphs\u002Fcontributors\">\u003Cimg src=\"https:\u002F\u002Fwww.gravatar.com\u002Favatar\u002F5aa037840c0ca11ee42784ed4843c655?d=identicon&s=100?v=4?s=50\" width=\"50px;\" alt=\"Parampreet Singh\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Parampreet Singh\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Fgraphs\u002Fcontributors\">\u003Cimg src=\"https:\u002F\u002Fwww.gravatar.com\u002Favatar\u002Fb15b6e0e9adf58099905c1a0fd474cb9?d=identicon&s=100?v=4?s=50\" width=\"50px;\" alt=\"Vijay Edupuganti\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Vijay Edupuganti\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Fgraphs\u002Fcontributors\">\u003Cimg src=\"https:\u002F\u002Fwww.gravatar.com\u002Favatar\u002Ff88052cca4f401d9b0f43aed0a53434a?d=identicon&s=100?v=4?s=50\" width=\"50px;\" alt=\"Jothi Ramaswamy\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Jothi Ramaswamy\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Fgraphs\u002Fcontributors\">\u003Cimg src=\"https:\u002F\u002Fwww.gravatar.com\u002Favatar\u002F35a8d9ffd03f05e79a2c6ce6206a56f2?d=identicon&s=100?v=4?s=50\" width=\"50px;\" alt=\"Batur Arslan\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Batur Arslan\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Fgraphs\u002Fcontributors\">\u003Cimg src=\"https:\u002F\u002Fwww.gravatar.com\u002Favatar\u002Fbd53d146aa888548c8db4da02bf81e7a?d=identicon&s=100?v=4?s=50\" width=\"50px;\" alt=\"Curren Iyer\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Curren Iyer\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Fgraphs\u002Fcontributors\">\u003Cimg src=\"https:\u002F\u002Fwww.gravatar.com\u002Favatar\u002F8d8410338458e08bd5e4b96f58e1c217?d=identicon&s=100?v=4?s=50\" width=\"50px;\" alt=\"Edward Jin\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Edward Jin\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Fgraphs\u002Fcontributors\">\u003Cimg src=\"https:\u002F\u002Fwww.gravatar.com\u002Favatar\u002Fef139181fe00190f21730f6912532e9e?d=identicon&s=100?v=4?s=50\" width=\"50px;\" alt=\"bluebaer7\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>bluebaer7\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Fgraphs\u002Fcontributors\">\u003Cimg src=\"https:\u002F\u002Fwww.gravatar.com\u002Favatar\u002Ff5d58ba6aa9b00189d4c018d370e8f43?d=identicon&s=100?v=4?s=50\" width=\"50px;\" alt=\"yanjingl\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>yanjingl\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Fgraphs\u002Fcontributors\">\u003Cimg src=\"https:\u002F\u002Fwww.gravatar.com\u002Favatar\u002Fa5a47df988ab1720dd706062e523ca32?d=identicon&s=100?v=4?s=50\" width=\"50px;\" alt=\"a-saraf\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>a-saraf\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Fgraphs\u002Fcontributors\">\u003Cimg src=\"https:\u002F\u002Fwww.gravatar.com\u002Favatar\u002Fc2dc311aa8122d5f5f061e1db14682b1?d=identicon&s=100?v=4?s=50\" width=\"50px;\" alt=\"songhan\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>songhan\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Fgraphs\u002Fcontributors\">\u003Cimg src=\"https:\u002F\u002Fwww.gravatar.com\u002Favatar\u002F4814aad67982ab07a69006a1ce9d2a72?d=identicon&s=100?v=4?s=50\" width=\"50px;\" alt=\"jvijay\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>jvijay\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharvard-edge\u002Fcs249r_book\u002Fgraphs\u002Fcontributors\">\u003Cimg src=\"https:\u002F\u002Fwww.gravatar.com\u002Favatar\u002F43b1feff77c8a95fd581774fb8ec891f?d=identicon&s=100?v=4?s=50\" width=\"50px;\" alt=\"Zishen\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Zishen\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FBunningsWarehouseOfficial\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F49220945?v=4?v=4?s=50\" width=\"50px;\" alt=\"Kristian Radoš\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Kristian Radoš\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fminhdang26403\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F86156224?v=4?v=4?s=50\" width=\"50px;\" alt=\"Dang Truong\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Dang Truong\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🧑‍💻\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fpipme\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fpipme?v=4?s=50\" width=\"50px;\" alt=\"pipme\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>pipme\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fsalmanmkc\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F32169182?v=4?v=4?s=50\" width=\"50px;\" alt=\"Salman Chishti\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Salman Chishti\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fpaolo-estavillo\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F95209078?v=4?v=4?s=50\" width=\"50px;\" alt=\"Paolo Estavillo\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Paolo Estavillo\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FGronuJ\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F152858896?v=4?v=4?s=50\" width=\"50px;\" alt=\"GronuJ\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>GronuJ\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FPratham-ja\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F114498234?v=4?v=4?s=50\" width=\"50px;\" alt=\"Pratham Chaudhary\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Pratham Chaudhary\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🧑‍💻\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Focto-patch\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F266937838?v=4?v=4?s=50\" width=\"50px;\" alt=\"Octopus\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Octopus\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n    \u003C\u002Ftr>\n  \u003C\u002Ftbody>\n\u003C\u002Ftable>\n\n\u003C!-- markdownlint-restore -->\n\u003C!-- prettier-ignore-end -->\n\u003C!-- BOOK-CONTRIBUTORS-END -->\n\n---\n\n### 🔥 TinyTorch Contributors\n\n\u003C!-- TINYTORCH-CONTRIBUTORS-START -->\n\u003C!-- prettier-ignore-start -->\n\u003C!-- markdownlint-disable -->\n\u003Ctable width=\"100%\" style=\"width:100%\">\n  \u003Ctbody>\n    \u003Ctr>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fprofvjreddi\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fprofvjreddi?v=4?s=50\" width=\"50px;\" alt=\"Vijay Janapa Reddi\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Vijay Janapa Reddi\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲 🧑‍💻 🎨 ✍️ 🧠 🔎 🧪 🛠️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fkai4avaya\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fkai4avaya?v=4?s=50\" width=\"50px;\" alt=\"kai\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>kai\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲 🧑‍💻 🎨 ✍️ 🧪\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fminhdang26403\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fminhdang26403?v=4?s=50\" width=\"50px;\" alt=\"Dang Truong\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Dang Truong\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲 🧑‍💻 ✍️ 🧪\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Ffarhan523\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F62025759?v=4?v=4?s=50\" width=\"50px;\" alt=\"Farhan Asghar\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Farhan Asghar\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲 🧑‍💻 🎨 ✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FShashank-Tripathi-07\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F178375647?v=4?v=4?s=50\" width=\"50px;\" alt=\"Rocky\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Rocky\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲 🧑‍💻 ✍️ 🧪\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fdidier-durand\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fdidier-durand?v=4?s=50\" width=\"50px;\" alt=\"Didier Durand\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Didier Durand\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲 🧑‍💻 ✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Frnjema\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Frnjema?v=4?s=50\" width=\"50px;\" alt=\"rnjema\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>rnjema\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🧑‍💻 ✍️ 🛠️\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FPratham-ja\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F114498234?v=4?v=4?s=50\" width=\"50px;\" alt=\"Pratham Chaudhary\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Pratham Chaudhary\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲 🧑‍💻 ✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fkarthikdani\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fkarthikdani?v=4?s=50\" width=\"50px;\" alt=\"Karthik Dani\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Karthik Dani\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲 🧑‍💻\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Favikde\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Favikde?v=4?s=50\" width=\"50px;\" alt=\"Avik De\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Avik De\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲 🧪\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FTakosaga\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FTakosaga?v=4?s=50\" width=\"50px;\" alt=\"Takosaga\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Takosaga\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲 ✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fjoeswagson\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fjoeswagson?v=4?s=50\" width=\"50px;\" alt=\"joeswagson\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>joeswagson\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🧑‍💻 🛠️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FAndreaMattiaGaravagno\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F22458187?v=4?v=4?s=50\" width=\"50px;\" alt=\"AndreaMattiaGaravagno\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>AndreaMattiaGaravagno\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🧑‍💻 ✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FRoldao-Neto\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F148023227?v=4?v=4?s=50\" width=\"50px;\" alt=\"Rolds\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Rolds\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲 🧑‍💻\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fasgalon\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F45242704?v=4?v=4?s=50\" width=\"50px;\" alt=\"asgalon\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>asgalon\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🧑‍💻 ✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FAmirAlasady\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FAmirAlasady?v=4?s=50\" width=\"50px;\" alt=\"Amir Alasady\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Amir Alasady\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fjettythek\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fjettythek?v=4?s=50\" width=\"50px;\" alt=\"jettythek\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>jettythek\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🧑‍💻\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fwz1114841863\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fwz1114841863?v=4?s=50\" width=\"50px;\" alt=\"wzz\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>wzz\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fngbolin\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F9389997?v=4?v=4?s=50\" width=\"50px;\" alt=\"Ng Bo Lin\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Ng Bo Lin\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fkeo-dara\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F175544368?v=4?v=4?s=50\" width=\"50px;\" alt=\"keo-dara\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>keo-dara\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FKobra299\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F4283156?v=4?v=4?s=50\" width=\"50px;\" alt=\"Wayne Norman\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Wayne Norman\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Flalalostcode\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F149884766?v=4?v=4?s=50\" width=\"50px;\" alt=\"Ilham Rafiqin\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Ilham Rafiqin\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Foscarf189\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F28113740?v=4?v=4?s=50\" width=\"50px;\" alt=\"Oscar Flores\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Oscar Flores\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharishb00a\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fharishb00a?v=4?s=50\" width=\"50px;\" alt=\"harishb00a\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>harishb00a\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fsotoblanco\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F46135649?v=4?v=4?s=50\" width=\"50px;\" alt=\"Pastor Soto\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Pastor Soto\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fsalmanmkc\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F32169182?v=4?v=4?s=50\" width=\"50px;\" alt=\"Salman Chishti\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Salman Chishti\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🧑‍💻\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fadityamulik\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F10626835?v=4?v=4?s=50\" width=\"50px;\" alt=\"Aditya Mulik\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Aditya Mulik\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FAdemolaAri\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F49918815?v=4?v=4?s=50\" width=\"50px;\" alt=\"Ademola Arigbabuwo\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Ademola Arigbabuwo\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n    \u003C\u002Ftr>\n    \u003Ctr>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fyarikoptic\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F39889?v=4?v=4?s=50\" width=\"50px;\" alt=\"Yaroslav Halchenko\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Yaroslav Halchenko\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🧑‍💻\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fharishb00\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F43300971?v=4?v=4?s=50\" width=\"50px;\" alt=\"Harish\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Harish\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️\u003C\u002Ftd>\n    \u003C\u002Ftr>\n  \u003C\u002Ftbody>\n\u003C\u002Ftable>\n\n\u003C!-- markdownlint-restore -->\n\u003C!-- prettier-ignore-end -->\n\u003C!-- TINYTORCH-CONTRIBUTORS-END -->\n\n---\n\n### 🚀 MLSys·im Contributors\n\n\u003C!-- MLSYSIM-CONTRIBUTORS-START -->\n\u003C!-- prettier-ignore-start -->\n\u003C!-- markdownlint-disable -->\n\u003Ctable width=\"100%\" style=\"width:100%\">\n  \u003Ctbody>\n    \u003Ctr>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fprofvjreddi\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fprofvjreddi?v=4?s=50\" width=\"50px;\" alt=\"Vijay Janapa Reddi\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Vijay Janapa Reddi\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🧑‍💻 🎨 ✍️ 🧠 \u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fasgalon\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F45242704?v=4?v=4?s=50\" width=\"50px;\" alt=\"Peter Koellner\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Peter Koellner\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲 ✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FShashank-Tripathi-07\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F178375647?v=4?v=4?s=50\" width=\"50px;\" alt=\"Rocky\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Rocky\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲 🧑‍💻\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fhzeljko\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fhzeljko?v=4?s=50\" width=\"50px;\" alt=\"Zeljko Hrcek\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Zeljko Hrcek\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🧑‍💻\u003C\u002Ftd>\n    \u003C\u002Ftr>\n  \u003C\u002Ftbody>\n\u003C\u002Ftable>\n\n\u003C!-- markdownlint-restore -->\n\u003C!-- prettier-ignore-end -->\n\u003C!-- MLSYSIM-CONTRIBUTORS-END -->\n\n---\n\n### 🤖 StaffML Contributors\n\n\u003C!-- STAFFML-CONTRIBUTORS-START -->\n\u003C!-- prettier-ignore-start -->\n\u003C!-- markdownlint-disable -->\n\u003Ctable width=\"100%\" style=\"width:100%\">\n  \u003Ctbody>\n    \u003Ctr>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fprofvjreddi\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fprofvjreddi?v=4?s=50\" width=\"50px;\" alt=\"Vijay Janapa Reddi\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Vijay Janapa Reddi\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🎨 ✍️ 🧠\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FShashank-Tripathi-07\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F178375647?v=4?v=4?s=50\" width=\"50px;\" alt=\"Rocky\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Rocky\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲 🧑‍💻\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Ffarhan523\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F62025759?v=4?v=4?s=50\" width=\"50px;\" alt=\"Farhan Asghar\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Farhan Asghar\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🧑‍💻\u003C\u002Ftd>\n    \u003C\u002Ftr>\n  \u003C\u002Ftbody>\n\u003C\u002Ftable>\n\n\u003C!-- markdownlint-restore -->\n\u003C!-- prettier-ignore-end -->\n\u003C!-- STAFFML-CONTRIBUTORS-END -->\n\n---\n\n### 🛠️ Hardware Kits Contributors\n\n\u003C!-- KITS-CONTRIBUTORS-START -->\n\u003C!-- prettier-ignore-start -->\n\u003C!-- markdownlint-disable -->\n\u003Ctable width=\"100%\" style=\"width:100%\">\n  \u003Ctbody>\n    \u003Ctr>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fprofvjreddi\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fprofvjreddi?v=4?s=50\" width=\"50px;\" alt=\"Vijay Janapa Reddi\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Vijay Janapa Reddi\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲 🧑‍💻 🎨 ✍️ 🧪 🛠️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FMjrovai\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002FMjrovai?v=4?s=50\" width=\"50px;\" alt=\"Marcelo Rovai\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Marcelo Rovai\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>✍️ 🧑‍💻 🎨 \u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Ffarhan523\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F62025759?v=4?v=4?s=50\" width=\"50px;\" alt=\"Farhan Asghar\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Farhan Asghar\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲 🧑‍💻\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fsalmanmkc\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F32169182?v=4?v=4?s=50\" width=\"50px;\" alt=\"Salman Chishti\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Salman Chishti\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🧑‍💻\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FPratham-ja\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F114498234?v=4?v=4?s=50\" width=\"50px;\" alt=\"Pratham Chaudhary\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Pratham Chaudhary\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🧑‍💻\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FShashank-Tripathi-07\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F178375647?v=4?v=4?s=50\" width=\"50px;\" alt=\"Rocky\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Rocky\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲\u003C\u002Ftd>\n    \u003C\u002Ftr>\n  \u003C\u002Ftbody>\n\u003C\u002Ftable>\n\n\u003C!-- markdownlint-restore -->\n\u003C!-- prettier-ignore-end -->\n\u003C!-- KITS-CONTRIBUTORS-END -->\n\n---\n\n### 🧪 Labs Contributors\n\n\u003C!-- LABS-CONTRIBUTORS-START -->\n\u003C!-- prettier-ignore-start -->\n\u003C!-- markdownlint-disable -->\n\u003Ctable width=\"100%\" style=\"width:100%\">\n  \u003Ctbody>\n    \u003Ctr>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fprofvjreddi\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fprofvjreddi?v=4?s=50\" width=\"50px;\" alt=\"Vijay Janapa Reddi\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Vijay Janapa Reddi\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🧑‍💻 🎨 ✍️\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FShashank-Tripathi-07\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F178375647?v=4?v=4?s=50\" width=\"50px;\" alt=\"Rocky\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Rocky\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲 🧑‍💻 🎨\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fsalmanmkc\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F32169182?v=4?v=4?s=50\" width=\"50px;\" alt=\"Salman Chishti\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Salman Chishti\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🧑‍💻\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FPratham-ja\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F114498234?v=4?v=4?s=50\" width=\"50px;\" alt=\"Pratham Chaudhary\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Pratham Chaudhary\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🧑‍💻\u003C\u002Ftd>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fasgalon\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F45242704?v=4?v=4?s=50\" width=\"50px;\" alt=\"Peter Koellner\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Peter Koellner\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>🪲\u003C\u002Ftd>\n    \u003C\u002Ftr>\n  \u003C\u002Ftbody>\n\u003C\u002Ftable>\n\n\u003C!-- markdownlint-restore -->\n\u003C!-- prettier-ignore-end -->\n\u003C!-- LABS-CONTRIBUTORS-END -->\n\n---\n\n### 🎞️ Slides Contributors\n\n\u003C!-- SLIDES-CONTRIBUTORS-START -->\n\u003C!-- prettier-ignore-start -->\n\u003C!-- markdownlint-disable -->\n\u003Ctable width=\"100%\" style=\"width:100%\">\n  \u003Ctbody>\n    \u003Ctr>\n      \u003Ctd align=\"center\" valign=\"top\" width=\"14.29%\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fprofvjreddi\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fprofvjreddi?v=4?s=50\" width=\"50px;\" alt=\"Vijay Janapa Reddi\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Vijay Janapa R","该项目是一个关于机器学习系统的教材，涵盖了构建人工智能系统的原则与实践。它使用Python语言编写，提供了丰富的实验和案例研究，特别强调了云ML、边缘计算中的机器学习应用以及嵌入式设备上的轻量级模型部署（TinyML）。此项目适合希望深入了解如何设计、实现并优化实际场景下机器学习解决方案的学生、研究人员及工程师参考。此外，它还包含了教学幻灯片、实验室指南等资源，非常适合用于相关课程的教学活动。",2,"2026-06-11 02:49:17","top_language"]