Machine Learning

What is Feast, and How to Deploy It in an Enterprise Data Stack?

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What is Feast?

Feast is a feature store platform that manages and serves machine learning features for both training and production environments, providing a centralized data access layer to ensure consistency between offline model development and online inference. It handles data ingestion from batch and streaming sources, maintains feature versioning, and enables rapid feature retrieval through APIs. For example, a credit card fraud detection system using Feast can consistently access historical transaction patterns during model training while seamlessly serving real-time customer behavior features for live transaction scoring, reducing development time from months to weeks and ensuring that production models use exactly the same feature computations as training.

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Use cases for Feast

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Why is Feast better on Shakudo?

Feast, an open-source feature store for machine learning, integrates seamlessly with Shakudo's operating system architecture. The platform automatically handles infrastructure deployment, database configurations, and API endpoints, eliminating the complex setup typically required for feature store implementation.

Running Feast on Shakudo enables instant connectivity with your existing data sources and ML tools through unified authentication and automated data pipelines. Teams can focus on feature engineering and model development while Shakudo manages the underlying infrastructure, security, and scalability of the feature store.

Machine learning teams using Feast on Shakudo experience streamlined feature management across both offline training and online inference scenarios, with built-in monitoring and governance capabilities that ensure consistent feature access across all environments.

Why is Feast better on Shakudo?

Core Shakudo Features

Secure infrastructure

Deploy Shakudo easily on your VPC, on-premise, or on our managed infrastructure, and use the best data and AI tools the next day.
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Integrate with everything

Empower your team with seamless integration to the most popular data & AI framework and tools they want to use.

Streamlined Workflow

Automate your DevOps completely with Shakudo, so that you can focus on building and launching solutions.

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Neal Gilmore
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