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Neural Magic: Training YoloV5 with Sparse Transfer Learning and deploying to Amazon SageMaker with a custom Docker container

francescopochetti.com · published 31 August 2022

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https://github.com/FraPochetti/KagglePlaygrounds/blob/master/neuralmagic_faces/face_detection.ipynb

github.com

https://github.com/FraPochetti/KagglePlaygrounds/tree/master/neuralmagic_faces

github.com

https://neuralmagic.com/

neuralmagic.com

http://shuoyang1213.me/WIDERFACE/index.html

shuoyang1213.me

https://github.com/ultralytics/yolov5/wiki/Train-Custom-Data

github.com

https://airctic.com/0.12.0/custom_parser/

airctic.com

https://github.com/FraPochetti/KagglePlaygrounds/blob/master/neuralmagic_faces/faces_data.yaml

github.com

https://neuralmagic.com/sparseml/

neuralmagic.com

https://sparsezoo.neuralmagic.com/models/cv%2Fdetection%2Fyolov5-s%2Fpytorch%2Fultralytics%2Fcoco%2Fpruned_quant-aggressive_94

sparsezoo.neuralmagic.com

https://github.com/neuralmagic/sparseml/tree/main/integrations/ultralytics-yolov5

github.com

https://wandb.ai/frapochetti/neural_magic/runs/2t8npx2c?workspace=user-frapochetti

wandb.ai

https://neuralmagic.com/deepsparse-engine/

neuralmagic.com

https://github.com/neuralmagic/deepsparse/tree/main/src/deepsparse/yolo

github.com

Supercharging YOLOv5: How I Got 182.4 FPS Inference Without a GPU Read at the source ↗

dicksonneoh.com

https://github.com/FraPochetti/KagglePlaygrounds/blob/master/neuralmagic_faces/sagemaker_deploy/serve

github.com

https://github.com/FraPochetti/KagglePlaygrounds/blob/master/neuralmagic_faces/sagemaker_deploy/Dockerfile

github.com

https://github.com/FraPochetti/KagglePlaygrounds/blob/master/neuralmagic_faces/sagemaker_deploy/build_and_push_to_ecr.sh

github.com

https://neuralmagic.com/blog/sparse-peformance-on-amd-milan-x/

neuralmagic.com

https://neuralmagic.com/technology/

neuralmagic.com