✅ Phase 1-2 Complete: Modules 1-10 aligned with tutorial master plan
✅ CNN Training Pipeline: Autograd → Spatial → Optimizers → DataLoader → Training
✅ Technical Validation: All modules import and function correctly
✅ CIFAR-10 Ready: Multi-channel Conv2D, BatchNorm, MaxPool2D, complete pipeline
Key Achievements:
- Fixed module sequence alignment (spatial now Module 7, not 6)
- Updated tutorial master plan for logical pedagogical flow
- Phase 2 milestone achieved: Students can train CNNs on CIFAR-10
- Complete systems engineering focus throughout all modules
- Production-ready CNN pipeline with memory profiling
Next Phase: Language models (Modules 11-15) for TinyGPT milestone
