AWS Machine Learning Blog

JANUARY 29, 2025

Generative AI can revolutionize organizations by enabling the creation of innovative applications that offer enhanced customer and employee experiences. In this post, we evaluate different generative AI operating model architectures that could be adopted.

Generative AI 80

Generative AI AI AI Large Language Models 80

AWS Machine Learning Blog

OCTOBER 23, 2024

Generative AI is set to revolutionize user experiences over the next few years. A crucial step in that journey involves bringing in AI assistants that intelligently use tools to help customers navigate the digital landscape. In this post, we demonstrate how to deploy a contextual AI assistant.

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Data Ingestion Natural Language Processing Generative AI Conversational AI 90

AWS Machine Learning Blog

OCTOBER 2, 2024

Large enterprises are building strategies to harness the power of generative AI across their organizations. Managing bias, intellectual property, prompt safety, and data integrity are critical considerations when deploying generative AI solutions at scale.

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Generative AI Data Ingestion AI AI 115

AWS Machine Learning Blog

AUGUST 9, 2024

Retrieval Augmented Generation (RAG) has emerged as a leading method for using the power of large language models (LLMs) to interact with documents in natural language. The first step is data ingestion, as shown in the following diagram. This structure can be used to optimize data ingestion. What is RAG?

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Data Ingestion Metadata LLM Generative AI 121

AWS Machine Learning Blog

JULY 11, 2024

In this blog post, we explore how Agents for Amazon Bedrock can be used to generate customized, organization standards-compliant IaC scripts directly from uploaded architecture diagrams. Select the KB and in the Data source section, choose Sync to begin data ingestion. Double-check all entered information for accuracy.

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Data Ingestion DevOps Prompt Engineer Prompt Engineering 128

John Snow Labs

FEBRUARY 18, 2025

This talk will explore a new capability that transforms diverse clinical data (EHR, FHIR, notes, and PDFs) into a unified patient timeline, enabling natural language question answering.

Generative AI 52

Generative AI Data Ingestion Metadata Automation 52

AWS Machine Learning Blog

AUGUST 8, 2024

As one of the largest AWS customers, Twilio engages with data, artificial intelligence (AI), and machine learning (ML) services to run their daily workloads. Data is the foundational layer for all generative AI and ML applications.

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Metadata LLM Prompt Engineer Prompt Engineering 114