# Snowflake Documentation — Snowflake ML > Snowflake ML APIs, feature store, model registry, and ML pipelines. - [Access control requirements for ML Jobs](https://docs.snowflake.com/en/developer-guide/snowflake-ml/ml-jobs/access-control-requirements.md) - [Advanced feature engineering](https://docs.snowflake.com/en/developer-guide/snowflake-ml/feature-store/advanced-feature-engineering.md) - [Agentic ML with Snowflake CoCo](https://docs.snowflake.com/en/developer-guide/snowflake-ml/agentic-ml.md) - [Autocapture inference logs for realtime inference](https://docs.snowflake.com/en/developer-guide/snowflake-ml/inference/auto-capture-inference-logs.md) - [Batch inference jobs](https://docs.snowflake.com/en/developer-guide/snowflake-ml/inference/batch-inference-jobs.md) - [Batch inference jobs (snowflake-ml-python 1.x, deprecated)](https://docs.snowflake.com/en/developer-guide/snowflake-ml/inference/batch-inference-jobs-v1.md) - [Bring your own model types via serialized files](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/bring-your-own-model-types.md) - [Bring-your-own model for AI_COMPLETE](https://docs.snowflake.com/en/developer-guide/snowflake-ml/inference/spcs-ai-complete.md) - [Bring-your-own model for AI_EMBED](https://docs.snowflake.com/en/developer-guide/snowflake-ml/inference/spcs-ai-embed.md) - [CatBoost](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/built-in-models/catboost.md) - [Container Runtime on multi-node clusters](https://docs.snowflake.com/en/developer-guide/snowflake-ml/container-runtime-multi-node.md) - [Create pipelines and deploy them](https://docs.snowflake.com/en/developer-guide/snowflake-ml/create-pipelines-deploy.md) - [Creating or connecting to a feature store](https://docs.snowflake.com/en/developer-guide/snowflake-ml/feature-store/create.md) - [CUDA-X Libraries in Snowflake ML](https://docs.snowflake.com/en/developer-guide/snowflake-ml/nvidia-cuda-x-libraries.md) - [Custom Runtime Images](https://docs.snowflake.com/en/developer-guide/snowflake-ml/custom-runtime-images.md) - [Declarative API (snow feature CLI) references](https://docs.snowflake.com/en/developer-guide/snowflake-ml/feature-store/feature-store-cli-reference.md) - [Declarative authoring](https://docs.snowflake.com/en/developer-guide/snowflake-ml/feature-store/feature-store-declarative-authoring.md) - [Declarative feature store overview](https://docs.snowflake.com/en/developer-guide/snowflake-ml/feature-store/feature-development-lifecycle.md) - [Declarative project configuration](https://docs.snowflake.com/en/developer-guide/snowflake-ml/feature-store/feature-store-declarative-projects.md) - [Deploy models for real-time inference (REST API)](https://docs.snowflake.com/en/developer-guide/snowflake-ml/inference/real-time-inference-rest-api.md) - [Distributed training](https://docs.snowflake.com/en/developer-guide/snowflake-ml/distributed-training.md) - [Engineer features](https://docs.snowflake.com/en/developer-guide/snowflake-ml/transform-data.md) - [Example feature patterns](https://docs.snowflake.com/en/developer-guide/snowflake-ml/feature-store/examples.md) - [Example workflows](https://docs.snowflake.com/en/developer-guide/snowflake-ml/inference/real-time-inference-examples.md) - [Examples and Quickstarts](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/examples-and-quickstarts.md) - [Feature groups](https://docs.snowflake.com/en/developer-guide/snowflake-ml/feature-store/feature-groups.md) - [Find Feature Store objects](https://docs.snowflake.com/en/developer-guide/snowflake-ml/feature-store/feature-store-ui.md) - [Force plots](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/model-explainability-visualization/force-plots.md) - [Gateway monitoring & A/B testing](https://docs.snowflake.com/en/developer-guide/snowflake-ml/inference/gateway-monitor-and-ab-testing.md) - [Getting Started: Quickstarts](https://docs.snowflake.com/en/developer-guide/snowflake-ml/quickstart.md) - [Hugging Face pipeline](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/built-in-models/hugging-face.md) - [Influence sensitivity plots](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/model-explainability-visualization/influence-sensitivity-plots.md) - [Ingest API reference](https://docs.snowflake.com/en/developer-guide/snowflake-ml/feature-store/online-feature-store-ingest-api-reference.md) - [Keras](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/built-in-models/keras.md) - [LightGBM](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/built-in-models/lightgbm.md) - [Load and write data](https://docs.snowflake.com/en/developer-guide/snowflake-ml/load-data.md) - [LoRA adapters](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/built-in-models/lora-adapters.md) - [Manage packages in notebooks on Container Runtime](https://docs.snowflake.com/en/developer-guide/snowflake-ml/container-runtime-package-management.md) - [Managing models with the Snowflake Model Registry](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/model-management.md) - [Migrating to declarative](https://docs.snowflake.com/en/developer-guide/snowflake-ml/feature-store/feature-store-declarative-migration.md) - [ML Lineage: Trace ML data flow](https://docs.snowflake.com/en/developer-guide/snowflake-ml/ml-lineage.md) - [ML Observability: Monitoring model behavior over time](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/model-observability.md) - [MLFlow](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/built-in-models/mlflow.md) - [Model Explainability](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/model-explainability.md) - [Model explainability visualizations](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/model-explainability-visualization.md) - [Model Inference in Snowflake](https://docs.snowflake.com/en/developer-guide/snowflake-ml/inference/inference-overview.md) - [Model Training and Inference](https://docs.snowflake.com/en/developer-guide/snowflake-ml/feature-store/modeling.md) - [Monitoring and Observability](https://docs.snowflake.com/en/developer-guide/snowflake-ml/feature-store/monitoring.md) - [Notebooks on Container Runtime](https://docs.snowflake.com/en/developer-guide/snowflake-ml/notebooks-on-spcs.md) - [Online serving with hybrid tables](https://docs.snowflake.com/en/developer-guide/snowflake-ml/feature-store/online-feature-store-hybrid-tables.md) - [Parallel Hyperparameter Optimization (HPO) on Container Runtime](https://docs.snowflake.com/en/developer-guide/snowflake-ml/container-hpo.md) - [Pre-processing and post-processing with models](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/custom-processing-with-models.md) - [Process data with custom logic across partitions](https://docs.snowflake.com/en/developer-guide/snowflake-ml/process-data-across-partitions.md) - [Prophet](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/built-in-models/prophet.md) - [Python APIs for Snowflake ML](https://docs.snowflake.com/en/developer-guide/snowflake-ml/snowpark-ml.md) - [PyTorch](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/built-in-models/pytorch.md) - [Query API reference](https://docs.snowflake.com/en/developer-guide/snowflake-ml/feature-store/online-feature-store-query-api-reference.md) - [Replicating and sharing features](https://docs.snowflake.com/en/developer-guide/snowflake-ml/feature-store/replication-sharing.md) - [Run an experiment to compare and select models](https://docs.snowflake.com/en/developer-guide/snowflake-ml/experiments.md) - [Scale an application using Ray](https://docs.snowflake.com/en/developer-guide/snowflake-ml/scale-application-ray.md) - [scikit-learn](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/built-in-models/scikit-learn.md) - [Sentence Transformer](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/built-in-models/sentence-transformer.md) - [Service Management & Scaling](https://docs.snowflake.com/en/developer-guide/snowflake-ml/inference/service-management.md) - [Serving online features](https://docs.snowflake.com/en/developer-guide/snowflake-ml/feature-store/online-feature-store.md) - [Snowflake Container Runtime](https://docs.snowflake.com/en/developer-guide/snowflake-ml/container-runtime-ml.md) - [Snowflake Container Runtime CPU Version 2.10 (Latest)](https://docs.snowflake.com/en/developer-guide/snowflake-ml/container-runtime/releases/cpu/2_10.md) - [Snowflake Container Runtime CPU Version 2.3](https://docs.snowflake.com/en/developer-guide/snowflake-ml/container-runtime/releases/cpu/2_3.md) - [Snowflake Container Runtime CPU Version 2.4](https://docs.snowflake.com/en/developer-guide/snowflake-ml/container-runtime/releases/cpu/2_4.md) - [Snowflake Container Runtime CPU Version 2.5](https://docs.snowflake.com/en/developer-guide/snowflake-ml/container-runtime/releases/cpu/2_5.md) - [Snowflake Container Runtime CPU Version 2.6](https://docs.snowflake.com/en/developer-guide/snowflake-ml/container-runtime/releases/cpu/2_6.md) - [Snowflake Container Runtime CPU Version 2.7](https://docs.snowflake.com/en/developer-guide/snowflake-ml/container-runtime/releases/cpu/2_7.md) - [Snowflake Container Runtime CPU Version 2.8](https://docs.snowflake.com/en/developer-guide/snowflake-ml/container-runtime/releases/cpu/2_8.md) - [Snowflake Container Runtime CPU Version 2.9](https://docs.snowflake.com/en/developer-guide/snowflake-ml/container-runtime/releases/cpu/2_9.md) - [Snowflake Container Runtime GPU Version 2.10 (Latest)](https://docs.snowflake.com/en/developer-guide/snowflake-ml/container-runtime/releases/gpu/2_10.md) - [Snowflake Container Runtime GPU Version 2.3](https://docs.snowflake.com/en/developer-guide/snowflake-ml/container-runtime/releases/gpu/2_3.md) - [Snowflake Container Runtime GPU Version 2.4](https://docs.snowflake.com/en/developer-guide/snowflake-ml/container-runtime/releases/gpu/2_4.md) - [Snowflake Container Runtime GPU Version 2.5](https://docs.snowflake.com/en/developer-guide/snowflake-ml/container-runtime/releases/gpu/2_5.md) - [Snowflake Container Runtime GPU Version 2.6](https://docs.snowflake.com/en/developer-guide/snowflake-ml/container-runtime/releases/gpu/2_6.md) - [Snowflake Container Runtime GPU Version 2.7](https://docs.snowflake.com/en/developer-guide/snowflake-ml/container-runtime/releases/gpu/2_7.md) - [Snowflake Container Runtime GPU Version 2.8](https://docs.snowflake.com/en/developer-guide/snowflake-ml/container-runtime/releases/gpu/2_8.md) - [Snowflake Container Runtime GPU Version 2.9](https://docs.snowflake.com/en/developer-guide/snowflake-ml/container-runtime/releases/gpu/2_9.md) - [Snowflake Container Runtime release notes](https://docs.snowflake.com/en/developer-guide/snowflake-ml/container-runtime/releases.md) - [Snowflake Datasets](https://docs.snowflake.com/en/developer-guide/snowflake-ml/dataset.md) - [Snowflake Feature Store](https://docs.snowflake.com/en/developer-guide/snowflake-ml/feature-store/overview.md) - [Snowflake Feature Store access control model](https://docs.snowflake.com/en/developer-guide/snowflake-ml/feature-store/rbac.md) - [Snowflake ML Jobs](https://docs.snowflake.com/en/developer-guide/snowflake-ml/ml-jobs/overview.md) - [Snowflake ML Model Development](https://docs.snowflake.com/en/developer-guide/snowflake-ml/modeling.md) - [Snowflake ML models](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/built-in-models/snowpark-ml.md) - [Snowflake ML: End-to-End Agentic Machine Learning](https://docs.snowflake.com/en/developer-guide/snowflake-ml/overview.md) - [Snowflake Model Registry](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/overview.md) - [Snowflake Model Registry user interface](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/snowsight-ui.md) - [Snowflake Multi-Node ML Jobs](https://docs.snowflake.com/en/developer-guide/snowflake-ml/ml-jobs/distributed-ml-jobs.md) - [Snowflake Native Batch Inference (SQL)](https://docs.snowflake.com/en/developer-guide/snowflake-ml/inference/native-batch-inference-sql.md) - [Specifying model signatures](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/model-signature.md) - [Stable Endpoints & API Reference](https://docs.snowflake.com/en/developer-guide/snowflake-ml/inference/stable-endpoints-api-reference.md) - [TensorFlow](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/built-in-models/tensorflow.md) - [Train models](https://docs.snowflake.com/en/developer-guide/snowflake-ml/train-models.md) - [Train models across data partitions](https://docs.snowflake.com/en/developer-guide/snowflake-ml/train-models-across-partitions.md) - [Troubleshooting](https://docs.snowflake.com/en/developer-guide/snowflake-ml/inference/real-time-inference-troubleshooting.md) - [Using built-in model types](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/built-in-models/overview.md) - [Using partitioned models](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/partitioned-models.md) - [Violin Plots](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/model-explainability-visualization/violin-plots.md) - [Working with entities](https://docs.snowflake.com/en/developer-guide/snowflake-ml/feature-store/entities.md) - [Working with feature views](https://docs.snowflake.com/en/developer-guide/snowflake-ml/feature-store/feature-views.md) - [XGBoost](https://docs.snowflake.com/en/developer-guide/snowflake-ml/model-registry/built-in-models/xgboost.md)