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Lakehouse AI announcements at Data and AI Summit 2023

AI Governance

Unifying Governance From Data to AI Models

AI Governance header

Lakehouse is the only AI platform that brings together all ML assets — from data and features to models — into one catalog, ensuring full visibility and fine-grained control throughout the AI workflow. This unified platform provides automatic lineage tracking, centralized governance, and seamless cross-workspace collaboration for simplified MLOps and enhanced productivity. Unity Catalog offers a single place to manage permissions for all assets in the entire ML lifecycle. With Lakehouse Monitoring, you can now experience improved visibility and proactively detect anomalies in your entire data and AI workflow, reducing time to value and high operational costs.

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Unified governance

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Enhanced monitoring

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Seamless collaboration

Benefits

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Unified governance

A unified platform that streamlines permission management for the complete lifecycle of machine learning projects. It offers versioning capabilities and end-to-end lineage tracking, ensuring efficient oversight and control at every stage of development, deployment and maintenance.

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Enhanced monitoring

With Lakehouse Monitoring, gain complete visibility into all your data and models in a matter of minutes. The auto-generated metrics enable you to measure the impact of your data and ML products more effectively right out of the box.

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Seamless collaboration

A standardized approach to facilitate cross-platform, cross-cloud and cross-region secure sharing of data and AI assets, including ML models, dashboards and notebooks, and support collaboration across organizations, business units and partners. Ability to leverage a broad data ecosystem for analytics and AI needs without vendor lock-in.

Resources

Blog

Lakehouse AI announcements

eBook

big book of machine learning

Whitepaper

Databricks AI Security Framework

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