Agenda for MLOPs with SageMaker Workshops
- Data Labeling
- GroundTruth Lab - Images <>
- GroundTruth Lab - Videos <>
- Training
- Experiments management
- SageMaker script mode
- Model Hyperparameter Tuning
- RESNET Notebook
- Debugging
- Spot Training
- Tensorflow Estimator Notebook
- Distributed Training Workshop Notebook
- Bring your own container
- Hosting
- Deploy model as an endpoint
- SageMaker trained model
- Bring your own model
- Perform predictions
- Auto-Scaling MXNet
- A/B testing
- Multi-model endpoints
- Deploy tensorflow model as TF Serving
- MLOPs best practices overview
- Deployment across regions using SageMaker
- Deploy model as an endpoint
- SageMaker with Kubernetes
- SageMaker + Kubernetes Overview
- SageMaker Operators for Kubernetes
- KubeFlow pipelines with SageMaker
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