Prepare

• Computer Vision Annotation Tool

  Fully integrated image and video annotation

• Automatic annotation

  Automatic annotation for semantic segmentation and object detection

• Data augmentation and processing

  Extensible data pre-processing pipelines

Build

• JupyterLab and VS Code Workspaces

  Elastic JupyterLab and VS Code with TensorFlow, PyTorch and GPU support

• Built-in algorithms

  Built-in algorithms for object detection and semantic segmentation

• Bring your own algorithms and tools

  Flexible template and plugin system to bring your own algorithms or tools

Train and Tune

• Training pipelines

  Automatic infrastructure management and reproducibility

• Hyperparameter tuning

  Hyperparameter tuning with support for multiple algorithms and GPUs

• Built-in visualization tools

  Training and tuning visualizations with TensorBoard, NNI Web UI and more

Deploy and Manage

• Workflow orchestration

  Orchestrate and schedule distributed and parallel workflows

• Serverless Inference APIs

  Serve models with gRPC or REST endpoints that scale on demand

• Python SDK and APIs

  Programmatically perform any action using Python SDK or APIs