10 Essential Tools for Building a Modern AI Data Lake Architecture

This article outlines ten critical components of a modern data lake reference architecture for AI/ML, detailing each function, the supporting vendor tools and open‑source libraries, and how they enable scalable storage, MLOps, distributed training, model hubs, vector search, and data visualization.

AIData LakeDistributed Training

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10 Essential Tools for Building a Modern AI Data Lake Architecture