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Build cloud data management across analytics, ML & gen AI applications

Talkat AWS re:Invent 2023 · 2023-11-27..12-01· [data-engineering, machine-learning]
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Informatica demonstrates an AI powered cloud data management platform built on AWS that wires S3 lakes, Lake Formation, S3 Access Grants and a governance catalog to SageMaker and Amazon Bedrock, automates object level provisioning and masking with consistent hashing, and pushes curated vectors into OpenSearch embeddings for RAG. A live demo shows policy driven self service requests fulfilled then revoked with no human step, INFACore speeds SageMaker pipelines, and CLAIRE plus Bedrock Titan embeddings generate governed answers from a curated 360 knowledge graph supporting analytics ML and gen AI use cases.

AI-written summary · about

  1. 0:00Introduction and approach
  2. 3:51Data management postulates
  3. 9:20Data professional personas
  4. 16:52Machine learning demo
  5. 22:46Architecture and ML stack
  6. 26:51Generative AI demo
  7. 38:29Unified stack and conclusion
  8. 43:48Summary and takeaways
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