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Paper improvements: - Add differentiated time estimates (60-80h experienced, 100-120h typical, 140-180h struggling) - Moderate cognitive load claims with hedging language and empirical validation notes - Add ML Systems Research subsection with citations (Baydin AD survey, Chen gradient checkpointing, TVM, FlashAttention) - Add comprehensive Threats to Validity section (selection bias, single institution, demand characteristics, no control group, maturation, assessment validity) - Define jargon (monkey-patching) at first use with clear explanation Documentation updates: - Restructure TITO CLI docs into dedicated section (overview, modules, milestones, data, troubleshooting) - Update student workflow guide and quickstart guide - Remove deprecated files (testing-framework.md, tito-essentials.md) - Update module template and testing architecture docs Repository cleanup: - Remove temporary review files (ADDITIONAL_REVIEWS.md, EDTECH_OPENSOURCE_REVIEWS.md, TA_STRUGGLING_STUDENT_REVIEWS.md, etc.) - Remove temporary development planning docs - Update demo GIFs and configurations
TinyTorch Documentation
This directory contains essential documentation for TinyTorch development and usage.
📚 User Documentation
STUDENT_QUICKSTART.md- Getting started guide for studentsINSTRUCTOR_GUIDE.md- Setup and grading guide for instructorscifar10-training-guide.md- Complete guide to achieving the north star goal (75% CIFAR-10 accuracy)
🔧 Development Documentation
tinytorch-assumptions.md- CRITICAL: TinyTorch complexity framework and implementation guidelinestinytorch-textbook-alignment.md- Alignment with ML systems textbooks
Development Standards
development/module-rules.md- Module development standards and patternsdevelopment/nbgrader-standardized-testing.md- Testing standardsdevelopment/nbgrader-testing-template.md- Testing templates
NBGrader Integration
nbgrader/NBGrader_Quick_Reference.md- Daily use commands and workflownbgrader/NBGRADER_STYLE_GUIDE.md- Style guide for NBGrader cellsnbgrader/NBGrader_Text_Response_Technical_Implementation.md- Technical implementation details
📦 Archive
The archive/ directory contains historical documentation that's no longer actively maintained but preserved for reference.
Start here:
- Students: Read
STUDENT_QUICKSTART.md - Instructors: Read
INSTRUCTOR_GUIDE.md - Developers: Read
tinytorch-assumptions.mdFIRST, thendevelopment/module-rules.md