├── AI Platform ├── Custom containers │ └── README.md ├── Monitoring_Evaluation │ └── README.md ├── build-in-algo │ ├── README.md │ └── build-in-images │ │ ├── step-1.PNG │ │ ├── step-2.PNG │ │ ├── step-3.PNG │ │ ├── step-4.PNG │ │ ├── step-5.PNG │ │ ├── step-6.PNG │ │ └── step-7.PNG ├── explanation │ ├── AI Explainability Whitepaper.pdf │ ├── README.md │ └── explanation.PNG └── predictions │ ├── README.md │ └── custom_prediction_routine │ ├── README.md │ └── custom_routine │ ├── dist │ └── my_custom_code-0.1.tar.gz │ ├── scikit-predictor.py │ └── setup.py ├── AUTOML_ML_API └── README.md ├── Big_query └── README.md ├── DS_Concepts ├── DS images │ ├── PR_Curve.PNG │ ├── ROC AUC.PNG │ └── confusion matrix.png ├── loss_functions.md └── performance_matrix.md ├── README.md ├── ml-ops ├── README.md ├── containers │ ├── Deployment.md │ ├── README.md │ └── container_images │ │ ├── cloud_build.png │ │ ├── common_base.png │ │ ├── containers.png │ │ ├── history.png │ │ ├── kubelet.png │ │ ├── kubernetes.png │ │ ├── layers.png │ │ ├── nodes.svg │ │ ├── pods.png │ │ └── virtualization.png ├── hyperparameter-tuning │ ├── README.md │ ├── data │ │ └── kubeflow_kc_house_data.csv │ ├── kc_house.ipynb │ └── src │ │ └── preprocessing.py ├── kubeflow_pipeline │ ├── README.md │ └── kubeflow │ │ ├── component_yaml.PNG │ │ ├── conditional_trigger.PNG │ │ ├── describe_pipeline.PNG │ │ ├── helper_py.PNG │ │ ├── load_prebuild.PNG │ │ ├── ops-compose.PNG │ │ ├── ops.PNG │ │ ├── step1.PNG │ │ ├── step2.PNG │ │ ├── step3.PNG │ │ ├── step4.PNG │ │ ├── use_custom.PNG │ │ └── wrap_helper.PNG └── tfx │ ├── README.md │ ├── TFX_components.ipynb │ ├── TFX_titanic_Dataset.ipynb │ └── tfx images │ ├── architecture.PNG │ ├── components.PNG │ └── works.PNG └── system_design └── README.md /AI Platform/Custom containers/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/rshah1990/GCP_ML/HEAD/AI Platform/Custom containers/README.md 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