├── .gitignore ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── THIRD-PARTY-LICENSES ├── ec2 ├── README.md ├── cloudwatch │ ├── cloudwatch-agent-config.json │ └── cloudwatch-dashboard-config.json ├── cluster-gpu.yaml ├── cluster.yaml ├── img │ └── workspace.png ├── restart-gpu.sh └── restart.sh ├── eks └── README.md ├── emr ├── README.md └── install_ray.sh ├── examples ├── data-processing │ ├── Womens Clothing E-Commerce Reviews.csv │ ├── parquet-modin.ipynb │ └── parquet-raydata.ipynb ├── reinvent23_cmp319_inf2_chatbot │ ├── 1_cluster-inference-serve.yaml │ ├── 2_aws_neuron_core_inference_serve.py │ ├── 3_aws_neuron_core_inference_serve_autoscaling.py │ ├── 4_aws_neuron_core_inference_serve__gradio.py │ └── README.md ├── serve-inference │ ├── README.md │ ├── aws_neuron_core_inference_serve.py │ ├── cluster-inference-serve.yaml │ └── gradio_ray_serve.py └── train │ ├── Womens Clothing E-Commerce Reviews.csv │ ├── serve-pytorch-huggingface-clothing.ipynb │ ├── serve_fashion_mnist.ipynb │ ├── train-pytorch-huggingface-clothing.ipynb │ └── train_fashion_mnist.ipynb ├── glue ├── aws-sdk-for-pandas-modin-ray.ipynb ├── pytorch-ray.ipynb ├── tensorflow-ray.ipynb └── xgboost-ray.ipynb ├── img └── ray-on-aws.png └── sagemaker ├── .gitignore ├── README.md ├── automl_time_series ├── README.md ├── sm_automl_for_time_series.ipynb └── src-3.0.0-dev │ ├── requirements.txt │ ├── sagemaker_ray_helper.py │ └── train_automl_for_time_series.py ├── distributed-xgb-sm-pipeline ├── 1-data-prep-feature-store-ray.ipynb ├── 2-training-registry-ray.ipynb ├── 3-deployment.ipynb ├── 4-sagemaker-pipeline-ray.ipynb ├── README.md ├── common │ ├── requirements.txt │ └── sagemaker_ray_helper.py ├── data │ └── raw │ │ └── ray │ │ └── house_pricing.csv ├── helper_library │ ├── __init__.py │ ├── feature_store.py │ ├── lambda_role.py │ └── model_registry.py ├── images │ ├── Notebook-3.png │ ├── Notebook-4.png │ ├── Notebook2.png │ ├── arch.drawio │ ├── arch.png │ ├── batch-transform.png │ ├── cache-hit.png │ ├── maturity-model-1.png │ ├── mlops-stages-of-adoption.png │ ├── mlops-stages-of-adoption1.png │ ├── notebook-1.png │ ├── notebook-1fs.png │ ├── open-source-Ray-AWS-integrations.png │ ├── pipelines-view.png │ ├── sagemaker-pipelines-dag.png │ └── step-functions-pipeline-dag.png ├── pipeline_scripts │ ├── evaluate │ │ ├── script-old.py │ │ └── script.py │ ├── feature-store │ │ ├── sagemaker_ray_helper.py │ │ ├── script-fs.py │ │ └── script.py │ ├── inference │ │ └── script.py │ ├── preprocessing │ │ ├── requirements.txt │ │ └── script.py │ └── train │ │ ├── requirements.txt │ │ ├── sagemaker_ray_helper.py │ │ └── script.py └── training_metrics.json ├── distributed_rl ├── distributed_cart_pole_rl.ipynb └── src │ ├── requirements.txt │ ├── sagemaker_ray_helper.py │ └── train_cart_pole.py ├── distributed_tabnet ├── distributed_tabular_dl.ipynb ├── image │ ├── open_terminal.JPG │ └── tabnet.png └── src │ ├── requirements.txt │ ├── 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