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te an application edit and use applications application reference make predictions migrate assets registry registry models models register datarobot models register external models register custom models import and deploy with nvidia nim view and manage registered models generate compliance documentation view model insights manage key values deploy registered models access global models in registry import model packages into registry workshop workshop create custom models view and manage custom models define runtime parameters test custom models add custom model versions view and manage a custom model s environment create custom model proxies for external models configure evaluation and moderation use nvidia nemo guardrails with datarobot moderation deploy llms from the hugging face hub data data add data to registry manage data assets explore registry data jobs jobs create custom jobs create custom jobs create a generic job create a hosted metric job create a notification job create a retraining job define runtime parameters manage key values view and manage jobs run and schedule jobs configure job notifications view and manage a custom job s environment environments environments use drop in environments create a custom environment add an execution environment tools tools register tools view and manage tools console console dashboard and overview dashboard and overview deployments dashboard deployment overview deployment actions deployment settings deployment settings set up service health monitoring set up data drift monitoring set up accuracy monitoring set up fairness monitoring set up custom metrics monitoring set up humility rules configure challengers configure retraining configure predictions settings set up timeliness tracking configure data exploration configure deployment notifications configure resource settings configure capacity monitoring monitoring service health data drift accuracy fairness usage custom metrics otel metrics resource monitoring data exploration monitoring jobs deployment reports segmented analysis generative model monitoring batch monitoring predictions predictions make predictions portable predictions prediction api snippets monitoring code snippets external deployments set prediction intervals time series prediction jobs mitigation mitigation challengers retraining humility activity log activity log mlops events governance agent events model history standard output moderation logs comments prediction environments prediction environments add datarobot serverless prediction environments add external prediction environments manage prediction environments use prediction environment tags deploy a model to a prediction environment prediction environment integrations prediction environment integrations automated deployment and replacement of scoring code in azureml automated deployment and replacement in sagemaker automated deployment and replacement of scoring code in sap ai core automated deployment and replacement of scoring code in snowflake notification templates datarobot notebooks datarobot notebooks manage notebooks manage notebooks add notebooks notebook settings notebook versioning notebook scheduling notebook coding experience notebook coding experience environment management create and execute cells cell actions code intelligence notebook terminals azure openai service integration codespaces codespaces add a codespace codespace sessions codespace scheduling convert notebooks to codespaces notebook faq compliance compliance generate compliance documentation build compliance templates audit model code applications applications applications applications create applications host applications with drapps manage applications manage application sources define runtime parameters monitor applications create a chat generation q a application application templates application templates forecast assistant guarded rag assistant predictive content generator predictive ai starter mcp server agentic starter talk to my data agent talk to my docs business planning templates business planning templates delivery planning materials planning demand planning revenue forecasting cash flow forecasting pulumi tasks pulumi tasks deploy a custom model with pulumi deploy a custom application with pulumi deploy a governed custom llm ci cd setup for application templates developer documentation developer documentation developer learning developer learning developer quickstart ai consumable assets python api client user guide python api client user guide administration administration credentials sharing data data dataset database connectivity data wrangling features feature discovery file registry modeling modeling model insights model insights automated documentation external testset model performance insights prediction explanations rating table shap insights specialized workflows specialized workflows work with binary data composable ml datetime partitioned projects monotonic constraints segmented modeling time series projects unsupervised projects anomaly detection unsupervised projects clustering visual ai projects projects models blueprints jobs model recommendation datarobot prime generative ai generative ai llm blueprints custom model validation vector databases chats prompting end to end rag application workflow agentic memory mlops mlops agent2agent protocol batch monitoring jobs challenger models custom metrics custom models data exports deployments jobs key values model registry predictions predictions batch predictions predict job use cases use cases use cases python code examples python code examples modeling code examples modeling code examples python modeling workflow overview generate advanced model insights build a model factory configure datetime partitioning migrate a model to a new cluster feature selection notebooks feature selection notebooks advanced feature selection using feature importance rank ensembling fire advanced feature selection with python prediction code examples prediction code examples make batch predictions with azure blob storage using the batch prediction api make batch predictions with google cloud storage make visual ai predictions via the api esg score predictions with python schedule predictions with a jdbc database pulumi code examples pulumi code examples bolt on governance with pulumi deploy a custom application with pulumi deploy a custom model with pulumi troubleshooting the python client rest api code examples rest api code examples create a multiseries project create a clustering project fetch metadata from prediction jobs ai accelerators ai accelerators ai integrations and platforms ai integrations and platforms aws sagemaker deployment feature discovery sql with spark graphql integration amazon athena workflow aws workflow azure workflow databricks workflow google cloud and bigquery workflow sagemaker workflow snowflake workflow performance degradation prediction snowpark integration end to end workflow with sap hana speech recognition integration llm and genai applications llm and genai applications adaptive reasoning agent direct preference optimization for reinforcement learning product feedback automation teams slack chatbots ai cluster labeling customer communication ai support workflow optimization data annotator app ai data prep assistant jitr bot responses pdf rag with llm healthcare conversation agent teams genai integration vector chunk visualization xot implementation zero shot error analysis compliance agent model building and fine tuning model building and fine tuning feature discovery workflow causal ai for readmission custom lift charts fantasy baseball predictions fine tune deploy llms hyperparameter optimization image data with databricks production ml with tables predictions in mobile apps order quantity prediction model factory with python symbolic regression eureqa model marketing attribution data enrichment and preparation data enrichment and preparation enrich with hyperscaler api gcp sentiment enrichment churn problem framing churn insights with streamlit synthetic training data feature engineering for molecular smiles data time series and specific use cases time series and specific use cases aml alert scoring cold start demand forecasting demand forecasting with databricks time series demand forecasting demand forecasting retraining financial planning analysis flight delay prediction fraud detection with neo4j multi model analysis netlift modeling what if demand forecasting no show appointment prediction lumber price forecasting with ready signal recommendation engine panel data self joins technical price prediction statistical tests with airflow trading volume profile curve hierarchical reconciliation visual ai for geospatial data model deployment and mlops model deployment and mlops monitor aws sagemaker models with mlops run choice based conjoint analysis migrate a model to a new cluster video object detection using visual ai mlops smart audit experiment tracking and tuning experiment tracking and tuning datarobotx intro mlflow experiment tracking blueprint hyperparameter tuning model evaluation and metrics model evaluation and metrics custom metrics for model selection t sne dimensionality reduction monitor generative ai metrics event log viewer llm observability partial dependence plots pdp ice lime explanations for models steel defect detection export model insights custom model development custom model development create and deploy a custom model custom blueprints 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 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