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- Delete outdated site/ directory - Rename docs/ → site/ to match original architecture intent - Update all GitHub workflows to reference site/: - publish-live.yml: Update paths and build directory - publish-dev.yml: Update paths and build directory - build-pdf.yml: Update paths and artifact locations - Update README.md: - Consolidate site/ documentation (website + PDF) - Update all docs/ links to site/ - Test successful: Local build works with all 40 pages The site/ directory now clearly represents the course website and documentation, making the repository structure more intuitive. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
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TinyTorch: Build ML Systems from Scratch
Don't just import it. Build it.
A Comprehensive Course in Machine Learning Systems Engineering
Prof. Vijay Janapa Reddi Harvard University
2025 Edition
About This Book
This book provides a comprehensive, hands-on introduction to building machine learning systems from scratch. Rather than treating ML frameworks as black boxes, you'll implement every component yourself—from tensors and gradients to optimizers and attention mechanisms—gaining deep understanding of how modern ML systems actually work.
Course Philosophy
Build → Profile → Optimize
You'll implement each system component, measure its performance characteristics, and understand the engineering trade-offs that shape production ML systems. This approach transforms you from a framework user into a systems engineer who can debug, optimize, and architect ML solutions at scale.
Three-Tier Learning Pathway
Foundation Tier (Modules 01-07): Build mathematical infrastructure Architecture Tier (Modules 08-13): Implement modern AI architectures Optimization Tier (Modules 14-20): Deploy production systems
Course Website
For the latest updates, interactive exercises, and community resources, visit:
https://www.mlsysbook.ai/tinytorch
License
This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.
© 2025 Vijay Janapa Reddi. All rights reserved.