This repo contains some Python Notebooks that uses AutoML for Images for building and training Instance Segmentation models with Azure ML.
Instance Segmentation demo using AutoML for Images:
AutoML is an Azure Machine Learning feature, that empowers both professional and citizen data scientists to build machine learning models rapidly. Since its launch, AutoML has helped accelerate model building for essential machine learning tasks like Classification, Regression and Time-series Forecasting.
With the preview of AutoML for Images, there will be added support for Vision tasks. Data scientists will be able to easily generate models trained on image data for scenarios like Image Classification (multi-class, multi-label), Object Detection and Instance Segmentation.
AutoML for Images is currently in Public Preview.
Documentation: https://docs.microsoft.com/en-us/azure/machine-learning/how-to-auto-train-image-models
Additional links:
- What is AutoML for Images? https://docs.microsoft.com/en-us/azure/machine-learning/concept-automated-ml#computer-vision-preview
- Setup https://docs.microsoft.com/en-us/azure/machine-learning/how-to-auto-train-image-models
- Algorithms: https://docs.microsoft.com/en-us/azure/machine-learning/how-to-auto-train-image-models#supported-model-algorithms
- Tutorial: https://docs.microsoft.com/en-us/azure/machine-learning/tutorial-auto-train-image-models
- ONNX: https://docs.microsoft.com/en-us/azure/machine-learning/how-to-inference-onnx-automl-image-models?tabs=multi-class
- Doc: https://docs.microsoft.com/en-us/azure/machine-learning/how-to-use-automl-small-object-detect
- https://docs.microsoft.com/en-us/azure/machine-learning/how-to-auto-train-image-models!
Note: All these Python notebooks were made for demo purposes. They were not designed for production usage. This feature is currently in public preview. This preview version is provided without a service-level agreement. Certain features might not be supported or might have constrained capabilities. For more information, see Supplemental Terms of Use for Microsoft Azure Previews. https://azure.microsoft.com/en-us/support/legal/preview-supplemental-terms/
04-Jan-2022
Serge Retkowsky | [email protected] | https://www.linkedin.com/in/serger/