/end-to-end-workshop-for-computer-vision

End to end computer vision workshop using Amazon SageMaker

Primary LanguageJupyter NotebookMIT No AttributionMIT-0

End-to-end Computer Vision (CV) Training Workshop

This is an end-to-end CV MLOps workshop aimed to help Machine Learning (ML) and Data Science (DS) teams build relevant AWS and SageMaker competencies for an enterprise scale solution. The content is derived from a real world CV use case where an image classification model is developed and trained on SageMaker and then deployed to an edge computing devices. Here is a diagram overview of the workshop and the learning outcome for each module

Workshop Overview

The curriculum consists following modules:

  1. Preprocessing
  2. Training on SageMaker
  3. Model Evaluation
  4. Sagemaker Training Pipeline
  5. Cloud Deployment

To get started, load the provided Jupyter notebook and associated files to you SageMaker Studio Environment.

Security

See CONTRIBUTING for more information.

License

This library is licensed under the MIT-0 License. See the LICENSE file.