├── README.md ├── conclusion ├── README.md └── media │ └── _placeholder ├── creating-machine-learning-pipelines ├── README.md ├── machine-learning-pipelines.md └── media │ ├── _placeholder │ ├── batch_score.png │ ├── batch_scoring_pipeline_details.png │ ├── data_prep.png │ ├── new_notebook.png │ ├── pipeline_details.png │ └── pipelines.png ├── data-acquisition-understanding ├── README.md ├── accessing-data.md ├── data-wrangling.md ├── loading-and-writing-data.md └── media │ ├── aldermen-data.png │ ├── azure-blobs-crime-data.png │ ├── create-workspace-sdk.png │ ├── crime-aldermen-joined.png │ ├── crime-append-cols.png │ ├── crime-append-rows.png │ ├── crime-date-formats-updated.png │ ├── crime-date-formats.png │ ├── crime-dirty-df.png │ ├── crime-dirty-head-5.png │ ├── crime-location-fill-errors.png │ ├── crime-location-fill-nulls.png │ ├── crime-location-imputed.png │ ├── crime-location-mean-latitude.png │ ├── crime-location-replace.png │ ├── crime-location-sample.png │ ├── data-profiles-output.png │ ├── download-directory-and-output.png │ ├── download-directory.png │ ├── download-file-and-output.png │ ├── dprep-add-column-using-expression.png │ ├── dprep-auto-read-parquet.png │ ├── dprep-auto-read-txt.png │ ├── dprep-auto-read-xlsx.png │ ├── dprep-builder-to-dataflow.png │ ├── dprep-builders-column-types.png │ ├── dprep-crime-txt-transformed.png │ ├── dprep-data-file-format.png │ ├── dprep-detect-file-format-dtypes.png │ ├── dprep-dflow-dtypes.png │ ├── dprep-dflow.png │ ├── dprep-load-crime-dirty-csv.png │ ├── dprep-load-crime-full-csv.png │ ├── dprep-read-csv-infer-column-types.png │ ├── dprep-read-csv-path-only.png │ ├── dprep-read-csv-skip-rows.png │ ├── dprep-read-json-flatten-nested-arrays.png │ ├── dprep-read-json.png │ ├── dprep-read-lines.png │ ├── dprep-read-sql-from-datasource.png │ ├── dprep-source-txt.png │ ├── dprep-transform-builder-new-dataflow.png │ ├── dprep-transform-crime-location-mean-latitude.png │ ├── dprep-transform-location-imputed.png │ ├── dprep-transform-location-sample.png │ ├── dprep-transform-split-columns.png │ ├── dprep-type-conversions-to-dataflow.png │ ├── dprep-write-dflow-with-write-step.png │ ├── dprep-write-error-assignment.png │ ├── dprep-write-initial-dflow.png │ ├── dprep-write-local-file-system.png │ ├── dprep-write-read-back-crime-txt.png │ ├── dprep-write-to-parquet-with-error.png │ ├── read-csv-from-datastore.png │ ├── read-sql-from-datastore.png │ ├── split-column-by-example.png │ ├── upload-command-and-output.png │ └── upload-files-and-output.png ├── data-science-lifecycle ├── README.md ├── media │ └── _placeholder └── tdsp-intro.md ├── devops-for-ai ├── README.md ├── e2e-pipeline-code-sample.md ├── media │ ├── Boards.png │ ├── Commits.png │ ├── CreateProject.png │ ├── Dashboards.png │ ├── DevOpsDashBoard.png │ ├── Files.png │ ├── Jenkins.png │ ├── MakingChanges.png │ ├── Overview.png │ ├── PipRepos.png │ ├── PostGates.png │ ├── Queries.png │ ├── ReleasePipeline.png │ ├── ReleasePipelineFiring.png │ ├── ReleaseTemplates.png │ ├── Repos.png │ ├── Stages.png │ ├── Tasks.png │ ├── TestPlans.png │ ├── TestPlansTab.png │ ├── azureml-data-collection-blob.png │ ├── azureml-data-collection-databricks-1.png │ ├── azureml-data-collection-databricks-2.png │ ├── azureml-data-collection-databricks-3.png │ ├── azureml-data-collection-enable.png │ ├── azureml-data-collection-powerbi-1.png │ ├── azureml-data-collection-powerbi-2.png │ ├── azureml-data-collection-powerbi-3.png │ ├── azureml-model-tagging.png │ ├── azureml-model-versioning.png │ ├── azureml-telemetry-azure-portal.png │ ├── azureml-telemetry-enable.png │ ├── mlops-connect-devops-to-aml.png │ └── pipelines.png ├── mlops-and-devops.md ├── model-version-management-code-sample.md ├── model-webservice-performance-telemetry.md ├── monitoring-data-and-telemetry-code-sample.md ├── monitoring-data-collection.md ├── post-deployment-monitoring-and-management.md └── using-azure-devops.md ├── intro ├── README.md ├── architecture-overview.md ├── environment-setup.md ├── media │ ├── Diagrams.pptx │ ├── _placeholder │ ├── ai-spectrum.png │ ├── aml-experiment-link.png │ ├── aml-experiment-run.png │ ├── aml-model-workflow.png │ ├── aml-workspace-add-compute-form.png │ ├── aml-workspace-add-compute.png │ ├── aml-workspace-script-cloud-shell.png │ ├── azure-cloud-shell.png │ ├── azure-create-resource.png │ ├── azure-machine-learning-taxonomy.png │ ├── azure-ml-service-workspace-create-dialog.png │ ├── azure-ml-service-workspace-deployment.png │ ├── azure-mlservice-workspace-search.png │ ├── azure-notebooks-add-environment-setup-step.png │ ├── azure-notebooks-clone-button.png │ ├── azure-notebooks-profile-link.png │ ├── azure-notebooks-profile.png │ ├── azure-notebooks-project-settings-button.png │ ├── azure-notebooks-terminal.png │ ├── azure-notebooks-upload-github-repo.png │ ├── new-notebook-vm-link.png │ ├── new-notebook-vm.png │ ├── notebook-cells.png │ ├── notebook-vm-jupyter-link.png │ ├── notebook-vm-stop.png │ ├── simple-experiment-run.png │ ├── steps-to-using-azureml.png │ ├── visual-interface-compute-target.png │ ├── visual-interface-create-kubernetes-compute-target.png │ ├── visual-interface-deploy-web-service.png │ ├── visual-interface-experiment.png │ ├── visual-interface-link.png │ ├── visual-interface-predictive-experiment.png │ ├── visual-interface-run.png │ ├── visual-interface-web-service-compute-target.png │ ├── visual-interface-web-service.png │ ├── vs-code-aml-extension-workspace.png │ ├── vs-code-aml-extension.png │ ├── vs-code-intellicode-extension.png │ ├── vs-code-python-interpreter-selected.png │ ├── vs-code-python-select-interpreter.png │ └── vscode-azure-ml-extension-installing.png ├── tools.md └── what-is-azure-machine-learning.md ├── model-deployment ├── README.md ├── batch-inferencing.md ├── deployment-target-options.md ├── deployment-with-onnx.md ├── iot-edge-inferencing.md ├── media │ ├── _placeholder │ ├── aci-deployment-output.png │ ├── aci-test-output-http.png │ ├── aci-test-output.png │ ├── aks-deployment-output.png │ ├── aks-test-output-http.png │ ├── aml-deployment-process.png │ ├── aml-workspace-compute-failed-details.png │ ├── aml-workspace-compute-failed.png │ ├── aml-workspace-deployment-details-aks.png │ ├── aml-workspace-deployment-details.png │ ├── aml-workspace-deployments-aci.png │ ├── aml-workspace-deployments-aks.png │ ├── azure-notebooks-ai-toolkit-iot-edge-run.png │ ├── azure-notebooks-cloned-repo.png │ ├── azure-notebooks-upload-github-repo.png │ ├── azure-portal-pipeline-run.png │ ├── cloud-shell-vm-usage.png │ ├── lambda-architecture.png │ ├── model-deployment-process.png │ ├── onnx_overview.png │ ├── pipeline-run-details.png │ ├── prediction-results.png │ ├── visual-interface-create-predictive-experiment.png │ ├── visual-interface-deploy-web-service-button.png │ ├── visual-interface-deploy-web-service-dialog.png │ ├── visual-interface-run-predictive-experiment.png │ ├── visual-interface-run-training-experiment.png │ ├── visual-interface-save-trained-model-link.png │ ├── visual-interface-save-trained-model.png │ ├── visual-interface-web-service-api-doc.png │ ├── visual-interface-web-service-consume.png │ ├── visual-interface-web-service-test.png │ └── visual-interface-web-services.png └── real-time-inferencing.md ├── modeling ├── README.md ├── aml-compute-options.md ├── aml-estimators.md ├── aml-experiment-runs.md ├── aml-model-registry.md ├── automl-classification-code-sample.md ├── automl-forecasting-code-sample.md ├── automl-regression-code-sample.md ├── automl-understand-models-with-explainability.md ├── capture-query-model-performance-with-aml-experiments.md ├── feature-engineering-training-evaluation-selection.md ├── measure-model-performance.md ├── measure-performance-regression-classification.md ├── media │ ├── _placeholder │ ├── aml-compute-create-in-portal.png │ ├── automl-block-algorithms.png │ ├── automl-classification-execution-metrics.png │ ├── automl-classification-execution-progress.png │ ├── automl-classification-execution-results.png │ ├── automl-explainability-architecture.png │ ├── automl-explainability-numeric.png │ ├── automl-explainability-visual-1.png │ ├── automl-explainability-visual-2.png │ ├── automl-forecasting-actual-evolution.png │ ├── automl-forecasting-execution-metrics.png │ ├── automl-forecasting-execution-progress.png │ ├── automl-forecasting-execution-results.png │ ├── automl-forecasting-testing.png │ ├── automl-how-it-works-simple.png │ ├── automl-how-it-works.png │ ├── automl-model-explainability-iris.png │ ├── automl-regression-execution-metrics.png │ ├── automl-regression-execution-progress.png │ ├── automl-regression-execution-results.png │ ├── automl-regression-testing-rmse.png │ ├── automl-regression-testing.png │ ├── azure-machine-learning-taxonomy-marked.png │ ├── azure-machine-learning-taxonomy.png │ ├── compute-target-in-portal.png │ ├── experiment-and-runs-in-portal.png │ ├── experiment-in-sdk-runs-with-children.png │ ├── experiment-in-sdk-runs.png │ ├── experiment-in-sdk.png │ ├── model-in-portal.png │ ├── model-in-sdk.png │ ├── model-logging-01.png │ ├── model-logging-02.png │ ├── model-logging-03.png │ ├── model-logging-04.png │ ├── model-logging-05.png │ ├── model-logging-sdk-01.png │ ├── model-logging-sdk-02.png │ ├── model-logging-sdk-03.png │ ├── model-logging-sdk-04.png │ ├── model-logging-sdk-05.png │ ├── model-performance-calibration.png │ ├── model-performance-gain.png │ ├── model-performance-lift.png │ ├── model-performance-mlflow.png │ ├── model-performance-precision-recall.png │ ├── model-performance-predicted-vs-true.png │ ├── model-performance-regression-run-metrics.png │ ├── model-performance-residual-histogram.png │ ├── model-performance-roc.png │ ├── model-properties-in-portal.png │ ├── model_monitoring_1.png │ ├── model_monitoring_2.png │ ├── model_perf_1.png │ ├── model_perf_2.png │ ├── 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