How premchand006/awesome-edge-ai works
This repository is an Edge AI learning guide and curated resource catalog, with runnable sample projects. Its main workflow takes learners through an eight-phase roadmap, from foundations to deployment and real-world PoCs; sample projects provide hands-on practice. The README documents the roadmap order and major catalog branches. The sampled classifier source supports its internal inference stages; other project internals were not inspected.
Main entry points: sample-projects/README.md Sample Projects · classify.py CLI Entry · foundations/README.md Foundations · model-structures/README.md Model Structures
Components 19
Learning Roadmap
- Foundations
foundations/README.md - Model Structures
model-structures/README.md - Optimization
model-optimization/README.md - Runtimes
runtimes-and-frameworks/README.md - Pipelines
pipelines/README.md - Deployment MLOps
deployment-and-mlops/README.md
Projects and Use Cases
- PoCs and Use Cases
poc-and-use-cases/README.md - Sample Projects
sample-projects/README.md - Image Classifier Guide
sample-projects/onnxruntime-image-classification.md - Pi Hailo Detection
sample-projects/pi5-hailo-live-detection.md - Jetson YOLO Detection
sample-projects/jetson-yolo-detection.md
Resources and Guidance
- Courses and Books
courses-and-books/README.md - Resource Catalog
awesome-resources/README.md - Renames and Deprecations
README.md
Classifier Internals
- CLI Entry
sample-projects/onnxruntime-classify/classify.py - Image Preprocessing
sample-projects/onnxruntime-classify/classify.py - ONNX Runtime
sample-projects/onnxruntime-classify/classify.py - Top-k Results
sample-projects/onnxruntime-classify/classify.py
Other components
- Learner
Connections 19
- Learner → Foundations: starts at
README.md - Foundations → Model Structures: progresses to
README.md - Model Structures → Optimization: progresses to
README.md - Optimization → Runtimes: progresses to
README.md - Runtimes → Pipelines: progresses to
README.md - Pipelines → Deployment MLOps: progresses to
README.md - Deployment MLOps → PoCs and Use Cases: progresses to
README.md - Learner → Sample Projects: practices with
README.md - Sample Projects → Image Classifier Guide: features
README.md - Sample Projects → Pi Hailo Detection: features
README.md - Sample Projects → Jetson YOLO Detection: features
README.md - Learner → Courses and Books: studies with
README.md - Learner → Resource Catalog: explores
README.md - Learner → Renames and Deprecations: checks updates
README.md - CLI Entry → Image Preprocessing: calls
sample-projects/onnxruntime-classify/classify.py - CLI Entry → ONNX Runtime: creates session
sample-projects/onnxruntime-classify/classify.py - CLI Entry → Top-k Results: computes results
sample-projects/onnxruntime-classify/classify.py - Image Preprocessing → ONNX Runtime: supplies tensor
sample-projects/onnxruntime-classify/classify.py - ONNX Runtime → Top-k Results: returns logits
sample-projects/onnxruntime-classify/classify.py