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description= Public documentation for DataRobot’s end-to-end AI platform. Access platform and API docs, tutorial content, and more from a single location.;
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ts with composable ml graphsage custom transformer google gemini integration gin financial fraud detection llama 2 on gcp llm custom inference template mistral 7b on gcp reinforcement learning scoring code microservice optimize custom model metrics with hyperparameter tuning advanced analytics and tools advanced analytics and tools fire feature selection time series to images use case dependencies acoustic data with visual ai prediction intervals robust feature selection use case explorer multi objective optimization api reference api reference rest api rest api generative ai generative ai llm blueprints prompting vector databases llm compliance tests agents agentic memory service data preparation data preparation data connectivity data wrangling data registry data management define datasets data exports modeling modeling blueprints projects insights datarobot models applications applications application templates custom applications no code applications collaboration collaboration use cases value tracker developer tools developer tools notebooks custom jobs custom models deployments deployments deployment management runtime parameters deployment configuration model packages monitoring monitoring monitoring jobs accuracy batch monitoring bias and fairness actuals configuration custom metrics data exports data drift service health tracking agents mitigation mitigation retraining humility challenger models model replacement predictions predictions batch predictions real time predictions secure and govern secure and govern approval workflows compliance documentation model management guardrails notifications administration administration analytics credentials infrastructure jobs entitlements sso configuration user management oauth providers utilities entity tags quotas seat licenses secure config python api client python api client generative ai generative ai llm blueprints prompting vector databases llm compliance tests data preparation data preparation data connectivity data registry data management data wrangling file registry modeling modeling blueprints projects models insights applications applications application templates collaboration collaboration use cases developer tools developer tools notebooks custom models deployments deployments deployment management monitoring monitoring batch monitoring custom metrics data exports mitigation mitigation challenger models predictions predictions batch predictions secure and govern secure and govern compliance documentation administration administration credentials jobs client configuration client configuration client setup package architecture errors prediction api prediction api make predictions with the api serverless prediction api reference serverless prediction api reference predictions for deployments serverless prediction explanations for deployment serverless time series predictions for deployments serverless get a prediction server id prediction api dedicated prediction api dedicated make predictions with the api dedicated prediction api reference dedicated prediction api reference predictions for deployments predictions for unstructured model deployments prediction explanations for deployment time series predictions for deployments ping health check deprecated api routes batch prediction api batch prediction api prediction intake options prediction output options output formats batch prediction use cases time series predictions on large datasets troubleshooting batch prediction jobs batch prediction job definitions schedule batch prediction jobs api changelogs api changelogs rest api changelogs python client changelog r client changelog self managed ai platform api resources code first tools code first tools datarobot user models datarobot user models custom model components assemble structured custom models assemble unstructured custom models define custom model metadata define runtime parameters drum cli tool test custom models locally blueprint workshop blueprint workshop blueprint workshop setup blueprint workshop overview pass features into a task blueprint workshop walkthrough notebook custom task creation notebook feature selection notebook model metrics model metrics configure an environment for dmm configure data sources define custom metrics calculate metric values use the dr custom metrics module create a hosted custom metric from a template with code datarobot moderations library datarobot moderations library moderations guardrails using the moderations cli covalent declarative api apache spark api for scoring code apache airflow mlflow integration for datarobot ai platform releases ai platform releases managed saas releases managed saas releases 2026 managed ai platform releases 2026 managed ai platform releases april 2026 march 2026 february 2026 january 2026 2025 managed ai platform releases 2025 managed ai platform releases december 2025 november 2025 october 2025 september 2025 august 2025 july 2025 june 2025 may 2025 april 2025 march 2025 february 2025 january 2025 2024 ai platform releases 2024 ai platform releases november 2024 october 2024 september 2024 august 2024 july 2024 june 2024 may 2024 april 2024 march 2024 february 2024 january 2024 2023 ai platform releases 2023 ai platform releases december 2023 november 2023 october 2023 september 2023 august 2023 july 2023 june 2023 may 2023 april 2023 march 2023 february 2023 january 2023 2022 ai platform releases 2022 ai platform releases november 2022 october 2022 september 2022 august 2022 july 2022 june 2022 may 2022 deprecations and migrations deprecations and migrations end of support for self managed ai platform versions mlops monitoring library java requirement capability matrix migrate models from dedicated to serverless prediction environments custom model training data assignment update model registry workflow update in app documentation python 2 deprecation migration to python 3 batch scoring script open source and user models pricing 5 0 classic mlops alteryx accuracy over time data storage self managed releases self managed releases version 11 9 0 version 11 8 0 version 11 7 0 version 11 6 0 version 11 5 0 version 11 4 0 version 11 3 x version 11 2 0 version 11 1 x version 11 1 x applications v11 1 generative ai v11 1 data and modeling v11 1 code first v11 1 mlops and predictions v11 1 platform v11 1 v11 1 maintenance releases v11 1 maintenance releases v11 1 1 v11 1 2 v11 1 3 v11 1 4 v11 1 5 v11 1 6 v11 1 7 v11 1 8 v11 1 9 v11 1 10 version 11 0 x version 11 0 x applications v11 0 generative ai v11 0 data and modeling v11 0 code first v11 0 mlops and predictions v11 0 v11 0 maintenance releases v11 0 maintenance releases v11 0 4 v11 0 3 v11 0 2 v11 0 1 version 10 2 x version 10 2 x generative ai v10 2 data and modeling v10 2 code first v10 2 mlops and predictions v10 2 v10 2 maintenance releases v10 2 maintenance releases v10 2 6 v10 2 5 v10 2 4 v10 2 3 v10 2 2 v10 2 1 version 10 1 x version 10 1 x data modeling and apps v10 1 code first v10 1 mlops and predictions v10 1 v10 1 maintenance releases v10 1 maintenance releases v10 1 2 v10 1 1 version 10 0 x version 10 0 x data modeling and apps v10 0 code first v10 0 mlops and predictions v10 0 v10 0 maintenance releases v10 0 maintenance releases v10 0 3 v10 0 2 v10 0 1 self managed releases prior to v10 0 self managed releases prior to v10 0 version 9 2 x version 9 2 x data modeling and apps v9 2 code first v9 2 mlops and predictions v9 2 v9 2 maintenance releases v9 2 maintenance releases v9 2 7 v9 2 6 v9 2 5 v9 2 4 v9 2 3 v9 2 2 v9 2 1 version 9 1 x version 9 1 x data modeling and apps v9 1 code first v9 1 mlops and predictions v9 1 v9 1 maintenance releases v9 1 maintenance releases v9 1 1 v9 1 2 v9 1 3 version 9 0 x version 9 0 x data v9 0 modeling v9 0 time series v9 0 mlops v9 0 platform v9 0 v9 0 maintenance releases v9 0 maintenance releases v9 0 1 v9 0 2 v9 0 3 v9 0 4 version 8 0 x version 8 0 x automl v8 0 time series v8 0 mlops v8 0 v8 0 x maintenance releases v8 0 x maintenance releases version 8 0 33 version 8 0 32 version 8 0 31 version 8 0 30 version 8 0 29 version 8 0 28 version 8 0 27 version 8 0 26 version 8 0 25 version 8 0 24 version 8 0 23 version 8 0 22 version 8 0 21 version 8 0 20 version 8 0 19 version 8 0 18 version 8 0 17 version 8 0 16 version 8 0 15 version 8 0 14 version 8 0 13 version 8 0 12 version 8 0 11 version 8 0 10 version 8 0 9 version 8 0 8 version 8 0 7 version 8 0 6 version 8 0 5 version 8 0 4 version 8 0 3 version 8 0 2 version 8 0 1 version 7 3 x version 7 3 x automl v7 3 time series v7 3 mlops v7 3 version 7 3 x maintenance releases version 7 3 x maintenance releases version 7 3 6 version 7 3 5 version 7 3 4 version 7 3 3 version 7 3 2 version 7 3 1 version 7 2 x version 7 2 x automl v7 2 time series v7 2 mlops v7 2 version 7 2 x maintenance releases version 7 2 x maintenance releases version 7 2 8 version 7 2 7 version 7 2 6 version 7 2 5 version 7 2 3 version 7 2 2 version 7 2 1 version 7 1 x version 7 1 x automl v7 1 time series v7 1 mlops v7 1 version 7 1 x maintenance releases version 7 1 x maintenance releases version 7 1 4 version 7 1 3 version 7 1 2 version 7 1 1 version 7 0 x version 7 0 x automl v7 0 time series v7 0 mlops v7 0 version 7 0 x maintenance releases version 7 0 x maintenance releases version 7 0 3 version 7 0 2 version 7 0 1 reference documentation reference documentation data data dataset requirements allowed ip addresses supported data stores supported data stores adls gen2 alibaba cloud maxcompute amazon redshift amazon athena aws s3 microsoft azure box confluence databricks jdbc databricks exasol google bigquery google drive jira kdb microsoft sql server mysql onedrive oracle postgresql presto sap datasphere sap hana sharepoint snowflake treasure data trino asset states automatic transformations data quality checks exploratory data analysis eda data quality assessment data augmentation methods wrangle large snowflake datasets ocr for unstructured data agentic ai agentic ai availability information llm reference genai feature considerations troubleshooting prompting strategy llm metrics reference llm gateway model configuration acl metadata hydration and enforcement agentic repositories predictive ai predictive ai data partitioning and validation feature lists modeling algorithms modeling process model recommendation process leaderboard reference leaderboard badges optimization metrics shap reference feature associations insurance settings sliced insights bias and fairness reference ga2m output from rating tables time series reference time series reference time series framework time series feature derivation time series advanced options autopilot in time aware projects time series feature lists segmented modeling faq multiseries segmentation visual overview clustering algorithms time aware considerations eureqa advanced tuning eureqa advanced tuning tune eureqa models configure building blocks building blocks reference custom target expressions error metrics error metric guidance row weighting blocks composable ml reference composable ml reference blueprints in the ai catalog model metadata and validation schema sentiment analysis example composable ml considerations visual ai reference visual ai reference visual ai reference visual ai tuning guide export charts and data worker queue xemp qualitative strength ai report eli5 eli5 features and data modeling predictions and deployments platform data science platform and management platform and management accessibility sharing roles and permissions role based access control custom rbac roles user activity monitor fips validation faq glossary account management account management management toolbar management toolbar notification center shortcuts menu administrator s guide administrator s guide overview manage entities manage entities manage user accounts manage groups manage organizations tenant isolation and collaboration manage the cluster manage the cluster configure external systems manage jdbc drivers manage access and licenses delete and restore projects apply a datarobot license monitoring monitoring user activity monitor resource monitor monitor usage single sign on network policies deployment approval policies feature settings notification service notification service notification channels and policies webhook event payloads mute deployment notifications maintenance notifications account settings account settings user settings membership data connections api keys and tools connect remote repositories oauth provider management credentials management two factor authentication usage explorer self managed installation and maintenance self managed installation and maintenance installation and configuration guide installation and configuration guide pre installation tasks pre installation tasks architecture overview installation plan requirements requirements provisioner host kubernetes cluster tls preparation preparation server preparation datarobot container images variables persistent critical services pcs persistent critical services pcs external persistent critical services pcs internal persistent critical services pcs installation installation amazon elastic kubernetes service eks amazon elastic kubernetes service eks requirements oidc provider irsa role aws s3 object storage datarobot container images prepare datarobot helm chart values install the datarobot platform azure kubernetes service aks azure kubernetes service aks provisioner host requirements azure kubernetes service aks requirements oidc provider azure blob storage datarobot container images prepare datarobot helm chart values install the datarobot platform google kubernetes engine gke google kubernetes engine gke provisioner host requirements google kubernetes engine gke requirements oidc provider google cloud storage datarobot container images prepare datarobot helm chart values install the datarobot platform red hat openshift container platform ocp red hat openshift container platform ocp provisioner host requirements red hat openshift container platform ocp requirements datarobot container images prepare datarobot helm chart values install the datarobot platform post installation tasks post installation tasks verify custom models post install checks advanced configuration advanced configuration aws elasticsearch offering aws elasticsearch offering azure elasticsearch offering gcp elasticsearch offering install external pcs with current datarobot using mongodb atlas with datarobot using aws rds postgresql with datarobot using azure database for postgresql with datarobot using google cloud sql postgresql with datarobot configuring aws mq rabbitmq as an external service in datarobot using aws elasticache redis with datarobot using azure redis with datarobot using google memorystore for redis with datarobot upgrade external pcs to 10 2 3 nvidia nim nvidia nim nvidia nim appendix nvidia nim appendix nim air gap cache processing script nim...
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