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Vijay Janapa Reddi
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82 lines
1.8 KiB
YAML
82 lines
1.8 KiB
YAML
# TinyTorch: Build ML Systems from Scratch
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# Table of Contents Structure
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format: jb-book
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root: intro
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title: "TinyTorch Course"
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parts:
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- caption: Usage Paths
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chapters:
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- file: usage-paths/quick-exploration
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title: "Quick Exploration"
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- file: usage-paths/serious-development
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title: "Serious Development"
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- file: usage-paths/classroom-use
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title: "Classroom Use"
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- file: instructor-guide
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title: "Instructor Guide"
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- caption: Course Orientation
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chapters:
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- file: chapters/00-introduction
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title: "Introduction"
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- caption: Foundation
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chapters:
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- file: chapters/01-setup
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title: "0. Setup"
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- file: chapters/02-tensor
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title: "1. Tensors"
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- file: chapters/03-activations
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title: "2. Activations"
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- caption: Building Blocks
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chapters:
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- file: chapters/04-layers
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title: "3. Layers"
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- file: chapters/05-dense
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title: "4. Dense"
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- file: chapters/06-spatial
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title: "5. Spatial"
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- file: chapters/07-attention
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title: "6. Attention"
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- caption: Training Systems
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chapters:
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- file: chapters/08-dataloader
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title: "7. DataLoader"
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- file: chapters/09-autograd
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title: "8. Autograd"
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- file: chapters/10-optimizers
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title: "9. Optimizers"
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- file: chapters/11-training
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title: "10. Training"
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- caption: Inference & Serving
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chapters:
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- file: chapters/12-compression
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title: "11. Compression"
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- file: chapters/13-kernels
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title: "12. Kernels"
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- file: chapters/14-benchmarking
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title: "13. Benchmarking"
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- file: chapters/15-mlops
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title: "14. MLOps"
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- caption: Language Models
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chapters:
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- file: chapters/16-tinygpt
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title: "15. TinyGPT"
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- caption: Additional Resources
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chapters:
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- file: vision
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title: "TinyTorch Vision"
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- file: checkpoint-system
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title: "Checkpoint System"
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- file: resources
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title: "Learning Resources"
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