Dzone - DevOps

JULY 1, 2024

In this blog, we will use the AWS Generative AI Constructs Library to deploy a complete RAG application composed of the following components: Knowledge Bases for Amazon Bedrock : This is the foundation for the RAG solution. An S3 bucket: This will act as the data source for the Knowledge Base.

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AWS Machine Learning - AI

NOVEMBER 14, 2024

This is where AWS and generative AI can revolutionize the way we plan and prepare for our next adventure. With the significant developments in the field of generative AI , intelligent applications powered by foundation models (FMs) can help users map out an itinerary through an intuitive natural conversation interface.

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Artificial Inteligence Generative AI Travel AWS 111

AWS Machine Learning - AI

MAY 17, 2024

Generative AI is a type of artificial intelligence (AI) that can be used to create new content, including conversations, stories, images, videos, and music. Like all AI, generative AI works by using machine learning models—very large models that are pretrained on vast amounts of data called foundation models (FMs).

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AWS Machine Learning - AI

SEPTEMBER 6, 2024

In this post, we illustrate how Vidmob , a creative data company, worked with the AWS Generative AI Innovation Center (GenAIIC) team to uncover meaningful insights at scale within creative data using Amazon Bedrock. Use case overview Vidmob aims to revolutionize its analytics landscape with generative AI.

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AWS Machine Learning - AI

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 Artificial Inteligence AWS Government 129

AWS Machine Learning - AI

FEBRUARY 25, 2025

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

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Lambda Generative AI AWS Software Review 65

AWS Machine Learning - AI

AUGUST 15, 2024

In turn, customers can ask a variety of questions and receive accurate answers powered by generative AI. The Content Designer AWS Lambda function saves the input in Amazon OpenSearch Service in a questions bank index. Amazon Lex forwards requests to the Bot Fulfillment Lambda function.

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AWS Machine Learning - AI

JUNE 21, 2024

To accomplish this, eSentire built AI Investigator, a natural language query tool for their customers to access security platform data by using AWS generative artificial intelligence (AI) capabilities. This system uses AWS Lambda and Amazon DynamoDB to orchestrate a series of LLM invocations.

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Artificial Inteligence Generative AI AWS Serverless 126

AWS Machine Learning - AI

OCTOBER 14, 2024

Amazon Bedrock Agents enable generative AI applications to perform multistep tasks across various company systems and data sources. Customers can build innovative generative AI applications using Amazon Bedrock Agents’ capabilities to intelligently orchestrate their application workflows.

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AWS Machine Learning - AI

SEPTEMBER 20, 2024

In this post, we demonstrate how to use Amazon Bedrock Agents with a web search API to integrate dynamic web content in your generative AI application. If required, the agent invokes one of two Lambda functions to perform a web search: SerpAPI for up-to-date events or Tavily AI for web research-heavy questions.

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AWS Machine Learning - AI

OCTOBER 24, 2024

Amazon Bedrock Agents helps you accelerate generative AI application development by orchestrating multistep tasks. The generative AI–based application builder assistant from this post will help you accomplish tasks through all three tiers. Create and associate an action group with an API schema and a Lambda function.

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Generative AI Artificial Inteligence Applications Knowledge Base 97

AWS Machine Learning - AI

MARCH 7, 2024

Amazon Bedrock offers the generative AI foundation model Amazon Titan Image Generator G1 , which can automatically change the background of an image using a technique called outpainting. The DynamoDB update triggers an AWS Lambda function, which starts a Step Functions workflow.

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AWS Lambda Generative AI Report 142

AWS Machine Learning - AI

MAY 30, 2024

Because Amazon Bedrock is serverless, you don’t have to manage infrastructure, and you can securely integrate and deploy generative AI capabilities into your applications using the AWS services you are already familiar with. The Lambda wrapper function searches for similar questions in OpenSearch Service.

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AWS Machine Learning - AI

MAY 7, 2024

If you prefer to generate post call recording summaries with Amazon Bedrock rather than Amazon SageMaker, checkout this Bedrock sample solution. Every time a new recording is uploaded to this folder, an AWS Lambda Transcribe function is invoked and initiates an Amazon Transcribe job that converts the meeting recording into text.

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Artificial Inteligence Meeting AWS Generative AI 132

AWS Machine Learning - AI

SEPTEMBER 4, 2024

Amazon Bedrock Agents is a feature that enables generative AI applications to run multistep tasks across company systems and data sources. To address this challenge, you need a solution that uses the latest advancements in generative AI to create a natural conversational experience.

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AWS Machine Learning - AI

SEPTEMBER 12, 2024

Organizations generate vast amounts of data that is proprietary to them, and it’s critical to get insights out of the data for better business outcomes. Generative AI and foundation models (FMs) play an important role in creating applications using an organization’s data that improve customer experiences and employee productivity.

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Artificial Inteligence Applications Generative AI AWS 134

AWS Machine Learning - AI

DECEMBER 6, 2023

Conversational AI has come a long way in recent years thanks to the rapid developments in generative AI, especially the performance improvements of large language models (LLMs) introduced by training techniques such as instruction fine-tuning and reinforcement learning from human feedback.

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AWS Machine Learning - AI

APRIL 8, 2024

load_data() Build the index: The key feature of LlamaIndex is its ability to construct organized indexes over data, which is represented as documents or nodes. tools = [ Tool( name="Pressrelease", func=lambda q: str(index.as_query_engine().query(q)), The indexing facilitates efficient querying over the data.

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Artificial Inteligence Applications Knowledge Base AWS 121

AWS Machine Learning - AI

OCTOBER 21, 2024

Amazon Bedrock Agents help you accelerate generative AI application development by orchestrating multistep tasks. We also recommend that you get started using our Agent Blueprints construct. Building agents that run tasks requires function definitions and Lambda functions.

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AWS Machine Learning - AI

APRIL 24, 2025

Recent advances in generative AI have led to the rapid evolution of natural language to SQL (NL2SQL) technology, which uses pre-trained large language models (LLMs) and natural language to generate database queries in the moment. The solution uses the data domain to construct prompt inputs for the generative LLM.

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Artificial Inteligence Enterprise Generative AI Technical Review 109

AWS Machine Learning - AI

NOVEMBER 20, 2024

Using generative AI allows businesses to improve accuracy and efficiency in email management and automation. Amazon S3 invokes an AWS Lambda function to synchronize the data source with the knowledge base. The Lambda function starts data ingestion by calling the StartIngestionJob API function.

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Knowledge Base Lambda Artificial Inteligence AWS 111

AWS Machine Learning - AI

MARCH 11, 2025

This demonstrates how we can help solve this problem by harnessing the power of generative AI on AWS. This architecture uses different AWS Lambda Lambda is a serverless AWS compute service that runs event driven code and automatically manages the compute resources.

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Lambda AWS Architecture Training 110

AWS Machine Learning - AI

APRIL 14, 2025

Generative AI enables us to accomplish more in less time. Amazon Web Services (AWS) has helped many customers connect this text-to-SQL capability with their own data, which means more employees can generate insights. The Lambda function sends the query to Athena to execute.

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AWS Machine Learning - AI

NOVEMBER 27, 2024

Generative AI continues to transform numerous industries and activities, with one such application being the enhancement of chess, a traditional human game, with sophisticated AI and large language models (LLMs). Each arm is controlled by different FMs—base or custom. The demo offers a few gameplay options.

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Artificial Inteligence IoT AWS Generative AI 125

AWS Machine Learning - AI

NOVEMBER 21, 2024

It uses machine learning models to analyze and interpret the text and image data extracted from documents, integrating these insights to generate context-aware responses to queries. Lambda handler: The main function ( lambda_handler ) is invoked when the Lambda function is run. b64encode(contents).decode('utf-8')

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