├── .github └── workflows │ └── release.yaml ├── .gitignore ├── LICENSE ├── Makefile ├── README.md ├── _static └── images │ └── tutorial │ ├── grafana_dashboard_1.png │ ├── grafana_dashboard_2.png │ ├── grafana_dashboard_3.png │ ├── hprun.png │ ├── model_endpoint_1.png │ ├── model_endpoint_2.png │ ├── model_endpoint_3.png │ ├── pcp.png │ ├── project_dashboard.png │ ├── train-job.png │ └── workflow.png ├── azureml-demo ├── .test ├── README.md ├── azure-mlrun.png ├── azure.env ├── azureml_demo.ipynb └── requirements.txt ├── community_edition_align.sh ├── demos_config.json ├── docs ├── _static │ └── images │ │ ├── MLRun-logo.png │ │ ├── demo-flow.png │ │ ├── feature-store-transformations.png │ │ └── moving.png ├── converting-to-mlrun-pipeline.png ├── hvd-flow.png ├── hvd-pipe.png ├── mlrun-pipeline.png ├── netops-metrics.png ├── netops-pipe.png ├── skpipe.png └── trees.png ├── enterprise_demos.txt ├── fraud-prevention-feature-store ├── .test ├── 01-ingest-datasources.ipynb ├── 02-create-training-model.ipynb ├── 03-deploy-serving-model.ipynb ├── 04-pipeline.ipynb ├── README.md └── images │ ├── feature-store-graph.svg │ ├── feature-store-training-v2.png │ ├── feature-store-training.png │ ├── feature-store-vector-line.png │ ├── feature-store-vector-screen.png │ ├── feature_store_demo_diagram.png │ ├── feature_store_diagram.png │ ├── feature_store_how_it_works.png │ └── features-catalog-transaction.png ├── mask-detection ├── .test ├── 1-training-and-evaluation.ipynb ├── 2-serving.ipynb ├── 3-automatic-pipeline.ipynb ├── README.md ├── images │ ├── automatic-pipeline.png │ ├── mlrun.png │ └── serving-graph.png ├── pytorch │ ├── custom-objects │ │ ├── mask_detection_dataset.py │ │ └── mask_detection_mobilenet_v2.py │ ├── mask-detection-training.ipynb │ ├── mask_detection-serving.ipynb │ ├── serving.py │ └── training-and-evaluation.py └── tf-keras │ ├── serving.py │ └── training-and-evaluation.py ├── stocks-prediction ├── .test ├── 01_ingest_news.ipynb ├── 02_ingest_stocks.ipynb ├── 03_train_model.ipynb ├── 04_model_serving.ipynb ├── 05_stocks_pipeline.ipynb ├── 06_grafana_view.ipynb ├── readme.md ├── requirements.txt └── src │ ├── invoker.py │ ├── news.py │ ├── serving_stocks.py │ ├── stocks.py │ ├── train_stocks.py │ └── vendor.py └── update_demos.sh /.github/workflows/release.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/.github/workflows/release.yaml -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/LICENSE -------------------------------------------------------------------------------- /Makefile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/Makefile -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/README.md -------------------------------------------------------------------------------- /_static/images/tutorial/grafana_dashboard_1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/_static/images/tutorial/grafana_dashboard_1.png -------------------------------------------------------------------------------- /_static/images/tutorial/grafana_dashboard_2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/_static/images/tutorial/grafana_dashboard_2.png -------------------------------------------------------------------------------- /_static/images/tutorial/grafana_dashboard_3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/_static/images/tutorial/grafana_dashboard_3.png -------------------------------------------------------------------------------- /_static/images/tutorial/hprun.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/_static/images/tutorial/hprun.png -------------------------------------------------------------------------------- /_static/images/tutorial/model_endpoint_1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/_static/images/tutorial/model_endpoint_1.png -------------------------------------------------------------------------------- /_static/images/tutorial/model_endpoint_2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/_static/images/tutorial/model_endpoint_2.png -------------------------------------------------------------------------------- /_static/images/tutorial/model_endpoint_3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/_static/images/tutorial/model_endpoint_3.png -------------------------------------------------------------------------------- /_static/images/tutorial/pcp.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/_static/images/tutorial/pcp.png -------------------------------------------------------------------------------- /_static/images/tutorial/project_dashboard.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/_static/images/tutorial/project_dashboard.png -------------------------------------------------------------------------------- /_static/images/tutorial/train-job.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/_static/images/tutorial/train-job.png -------------------------------------------------------------------------------- /_static/images/tutorial/workflow.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/_static/images/tutorial/workflow.png -------------------------------------------------------------------------------- /azureml-demo/.test: -------------------------------------------------------------------------------- 1 | azureml_demo.ipynb 2 | -------------------------------------------------------------------------------- /azureml-demo/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/azureml-demo/README.md -------------------------------------------------------------------------------- /azureml-demo/azure-mlrun.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/azureml-demo/azure-mlrun.png -------------------------------------------------------------------------------- /azureml-demo/azure.env: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/azureml-demo/azure.env -------------------------------------------------------------------------------- /azureml-demo/azureml_demo.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/azureml-demo/azureml_demo.ipynb -------------------------------------------------------------------------------- /azureml-demo/requirements.txt: -------------------------------------------------------------------------------- 1 | azureml-automl-runtime~=1.38.1 2 | -------------------------------------------------------------------------------- /community_edition_align.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/community_edition_align.sh -------------------------------------------------------------------------------- /demos_config.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/demos_config.json -------------------------------------------------------------------------------- /docs/_static/images/MLRun-logo.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/docs/_static/images/MLRun-logo.png -------------------------------------------------------------------------------- /docs/_static/images/demo-flow.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/docs/_static/images/demo-flow.png -------------------------------------------------------------------------------- /docs/_static/images/feature-store-transformations.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/docs/_static/images/feature-store-transformations.png -------------------------------------------------------------------------------- /docs/_static/images/moving.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/docs/_static/images/moving.png -------------------------------------------------------------------------------- /docs/converting-to-mlrun-pipeline.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/docs/converting-to-mlrun-pipeline.png -------------------------------------------------------------------------------- /docs/hvd-flow.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/docs/hvd-flow.png -------------------------------------------------------------------------------- /docs/hvd-pipe.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/docs/hvd-pipe.png -------------------------------------------------------------------------------- /docs/mlrun-pipeline.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/docs/mlrun-pipeline.png -------------------------------------------------------------------------------- /docs/netops-metrics.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/docs/netops-metrics.png -------------------------------------------------------------------------------- /docs/netops-pipe.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/docs/netops-pipe.png -------------------------------------------------------------------------------- /docs/skpipe.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/docs/skpipe.png -------------------------------------------------------------------------------- /docs/trees.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/docs/trees.png -------------------------------------------------------------------------------- /enterprise_demos.txt: -------------------------------------------------------------------------------- 1 | azureml-demo 2 | docs 3 | _static -------------------------------------------------------------------------------- /fraud-prevention-feature-store/.test: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/fraud-prevention-feature-store/.test -------------------------------------------------------------------------------- /fraud-prevention-feature-store/01-ingest-datasources.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/fraud-prevention-feature-store/01-ingest-datasources.ipynb -------------------------------------------------------------------------------- /fraud-prevention-feature-store/02-create-training-model.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/fraud-prevention-feature-store/02-create-training-model.ipynb -------------------------------------------------------------------------------- /fraud-prevention-feature-store/03-deploy-serving-model.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/fraud-prevention-feature-store/03-deploy-serving-model.ipynb -------------------------------------------------------------------------------- /fraud-prevention-feature-store/04-pipeline.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/fraud-prevention-feature-store/04-pipeline.ipynb -------------------------------------------------------------------------------- /fraud-prevention-feature-store/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/fraud-prevention-feature-store/README.md -------------------------------------------------------------------------------- /fraud-prevention-feature-store/images/feature-store-graph.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/fraud-prevention-feature-store/images/feature-store-graph.svg -------------------------------------------------------------------------------- /fraud-prevention-feature-store/images/feature-store-training-v2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/fraud-prevention-feature-store/images/feature-store-training-v2.png -------------------------------------------------------------------------------- /fraud-prevention-feature-store/images/feature-store-training.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/fraud-prevention-feature-store/images/feature-store-training.png -------------------------------------------------------------------------------- /fraud-prevention-feature-store/images/feature-store-vector-line.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/fraud-prevention-feature-store/images/feature-store-vector-line.png -------------------------------------------------------------------------------- /fraud-prevention-feature-store/images/feature-store-vector-screen.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/fraud-prevention-feature-store/images/feature-store-vector-screen.png -------------------------------------------------------------------------------- /fraud-prevention-feature-store/images/feature_store_demo_diagram.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/fraud-prevention-feature-store/images/feature_store_demo_diagram.png -------------------------------------------------------------------------------- /fraud-prevention-feature-store/images/feature_store_diagram.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/fraud-prevention-feature-store/images/feature_store_diagram.png -------------------------------------------------------------------------------- /fraud-prevention-feature-store/images/feature_store_how_it_works.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/fraud-prevention-feature-store/images/feature_store_how_it_works.png -------------------------------------------------------------------------------- /fraud-prevention-feature-store/images/features-catalog-transaction.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/fraud-prevention-feature-store/images/features-catalog-transaction.png -------------------------------------------------------------------------------- /mask-detection/.test: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/mask-detection/.test -------------------------------------------------------------------------------- /mask-detection/1-training-and-evaluation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/mask-detection/1-training-and-evaluation.ipynb -------------------------------------------------------------------------------- /mask-detection/2-serving.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/mask-detection/2-serving.ipynb -------------------------------------------------------------------------------- /mask-detection/3-automatic-pipeline.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/mask-detection/3-automatic-pipeline.ipynb -------------------------------------------------------------------------------- /mask-detection/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/mask-detection/README.md -------------------------------------------------------------------------------- /mask-detection/images/automatic-pipeline.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/mask-detection/images/automatic-pipeline.png -------------------------------------------------------------------------------- /mask-detection/images/mlrun.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/mask-detection/images/mlrun.png -------------------------------------------------------------------------------- /mask-detection/images/serving-graph.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/mask-detection/images/serving-graph.png -------------------------------------------------------------------------------- /mask-detection/pytorch/custom-objects/mask_detection_dataset.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/mask-detection/pytorch/custom-objects/mask_detection_dataset.py -------------------------------------------------------------------------------- /mask-detection/pytorch/custom-objects/mask_detection_mobilenet_v2.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/mask-detection/pytorch/custom-objects/mask_detection_mobilenet_v2.py -------------------------------------------------------------------------------- /mask-detection/pytorch/mask-detection-training.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/mask-detection/pytorch/mask-detection-training.ipynb -------------------------------------------------------------------------------- /mask-detection/pytorch/mask_detection-serving.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/mask-detection/pytorch/mask_detection-serving.ipynb -------------------------------------------------------------------------------- /mask-detection/pytorch/serving.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/mask-detection/pytorch/serving.py -------------------------------------------------------------------------------- /mask-detection/pytorch/training-and-evaluation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/mask-detection/pytorch/training-and-evaluation.py -------------------------------------------------------------------------------- /mask-detection/tf-keras/serving.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/mask-detection/tf-keras/serving.py -------------------------------------------------------------------------------- /mask-detection/tf-keras/training-and-evaluation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/mask-detection/tf-keras/training-and-evaluation.py -------------------------------------------------------------------------------- /stocks-prediction/.test: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/stocks-prediction/.test -------------------------------------------------------------------------------- /stocks-prediction/01_ingest_news.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/stocks-prediction/01_ingest_news.ipynb -------------------------------------------------------------------------------- /stocks-prediction/02_ingest_stocks.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/stocks-prediction/02_ingest_stocks.ipynb -------------------------------------------------------------------------------- /stocks-prediction/03_train_model.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/stocks-prediction/03_train_model.ipynb -------------------------------------------------------------------------------- /stocks-prediction/04_model_serving.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/stocks-prediction/04_model_serving.ipynb -------------------------------------------------------------------------------- /stocks-prediction/05_stocks_pipeline.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/stocks-prediction/05_stocks_pipeline.ipynb -------------------------------------------------------------------------------- /stocks-prediction/06_grafana_view.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/stocks-prediction/06_grafana_view.ipynb -------------------------------------------------------------------------------- /stocks-prediction/readme.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/stocks-prediction/readme.md -------------------------------------------------------------------------------- /stocks-prediction/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/stocks-prediction/requirements.txt -------------------------------------------------------------------------------- /stocks-prediction/src/invoker.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/stocks-prediction/src/invoker.py -------------------------------------------------------------------------------- /stocks-prediction/src/news.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/stocks-prediction/src/news.py -------------------------------------------------------------------------------- /stocks-prediction/src/serving_stocks.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/stocks-prediction/src/serving_stocks.py -------------------------------------------------------------------------------- /stocks-prediction/src/stocks.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/stocks-prediction/src/stocks.py -------------------------------------------------------------------------------- /stocks-prediction/src/train_stocks.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/stocks-prediction/src/train_stocks.py -------------------------------------------------------------------------------- /stocks-prediction/src/vendor.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/stocks-prediction/src/vendor.py -------------------------------------------------------------------------------- /update_demos.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mlrun/demos/HEAD/update_demos.sh --------------------------------------------------------------------------------