AWS Machine Learning - AI

NOVEMBER 22, 2024

Companies across all industries are harnessing the power of generative AI to address various use cases. Cloud providers have recognized the need to offer model inference through an API call, significantly streamlining the implementation of AI within applications.

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AWS Machine Learning - AI

NOVEMBER 7, 2024

Generative AI has transformed customer support, offering businesses the ability to respond faster, more accurately, and with greater personalization. AI agents , powered by large language models (LLMs), can analyze complex customer inquiries, access multiple data sources, and deliver relevant, detailed responses.

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Lambda Enterprise Automotive Knowledge Base 122

AWS Machine Learning - AI

MARCH 5, 2025

Generative AI question-answering applications are pushing the boundaries of enterprise productivity. These assistants can be powered by various backend architectures including Retrieval Augmented Generation (RAG), agentic workflows, fine-tuned large language models (LLMs), or a combination of these techniques.

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AWS Machine Learning - AI

NOVEMBER 19, 2024

With Amazon Bedrock and other AWS services, you can build a generative AI-based email support solution to streamline email management, enhancing overall customer satisfaction and operational efficiency. AI integration accelerates response times and increases the accuracy and relevance of communications, enhancing customer satisfaction.

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Knowledge Base Generative AI Technical Review AWS 95

AWS Machine Learning - AI

JULY 3, 2024

Generative AI and transformer-based large language models (LLMs) have been in the top headlines recently. These models demonstrate impressive performance in question answering, text summarization, code, and text generation. Amazon Lambda : to run the backend code, which encompasses the generative logic.

Artificial Inteligence 122

Artificial Inteligence Generative AI Lambda Healthcare 122

AWS Machine Learning - AI

FEBRUARY 11, 2025

In this new era of emerging AI technologies, we have the opportunity to build AI-powered assistants tailored to specific business requirements. Step Functions orchestrates AWS services like AWS Lambda and organization APIs like DataStore to ingest, process, and store data securely.

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Knowledge Base Lambda Enterprise AWS 85

AWS Machine Learning - AI

MARCH 20, 2025

Asure anticipated that generative AI could aid contact center leaders to understand their teams support performance, identify gaps and pain points in their products, and recognize the most effective strategies for training customer support representatives using call transcripts. Yasmine Rodriguez, CTO of Asure.

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Generative AI Artificial Inteligence Metrics AWS 59

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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Generative AI Artificial Inteligence Systems Review Software Review 131

AWS Machine Learning - AI

MARCH 13, 2025

This post was co-written with Vishal Singh, Data Engineering Leader at Data & Analytics team of GoDaddy Generative AI solutions have the potential to transform businesses by boosting productivity and improving customer experiences, and using large language models (LLMs) in these solutions has become increasingly popular.

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Artificial Inteligence Systems Review System Generative AI 93

AWS Machine Learning - AI

NOVEMBER 21, 2024

As generative AI models advance in creating multimedia content, the difference between good and great output often lies in the details that only human feedback can capture. Pre-annotation and post-annotation AWS Lambda functions are optional components that can enhance the workflow.

Video 90

Video Lambda AWS Generative AI 90

AWS Machine Learning - AI

FEBRUARY 6, 2024

Accenture built a regulatory document authoring solution using automated generative AI that enables researchers and testers to produce CTDs efficiently. By extracting key data from testing reports, the system uses Amazon SageMaker JumpStart and other AWS AI services to generate CTDs in the proper format.

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Generative AI AWS Lambda Technical Review 122

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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Generative AI Artificial Inteligence Data AWS 115

AWS Machine Learning - AI

AUGUST 26, 2024

The rise of foundation models (FMs), and the fascinating world of generative AI that we live in, is incredibly exciting and opens doors to imagine and build what wasn’t previously possible. Users can input audio, video, or text into GenASL, which generates an ASL avatar video that interprets the provided data.

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AWS Machine Learning - AI

FEBRUARY 11, 2025

The integration of generative AI capabilities is driving transformative changes across many industries. This solution demonstrates how to create an AI-powered virtual meteorologist that can answer complex weather-related queries in natural language.

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Virtualization Lambda AWS Authentication 76

AWS Machine Learning - AI

MARCH 15, 2024

Fortunately, with the advent of generative AI and large language models (LLMs) , it’s now possible to create automated systems that can handle natural language efficiently, and with an accelerated on-ramping timeline. This can be done with a Lambda layer or by using a specific AMI with the required libraries. awscli>=1.29.57

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Generative AI Lambda AWS Artificial Inteligence 135

AWS Machine Learning - AI

SEPTEMBER 12, 2024

Generative AI technology, such as conversational AI assistants, can potentially solve this problem by allowing members to ask questions in their own words and receive accurate, personalized responses. User authentication and authorization is done using Amazon Cognito.

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Generative AI Healthcare Artificial Inteligence Insurance 122

AWS Machine Learning - AI

JULY 10, 2024

As the adoption of generative AI continues to grow, many organizations face challenges in efficiently developing and managing prompts. Before introducing the details of the new capabilities, let’s review how prompts are typically developed, managed, and used in a generative AI application.

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Generative AI Artificial Inteligence Development AWS 122

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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Artificial Inteligence Generative AI Knowledge Base Lambda 120

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 61

AWS Machine Learning - AI

DECEMBER 22, 2023

Generative AI agents are capable of producing human-like responses and engaging in natural language conversations by orchestrating a chain of calls to foundation models (FMs) and other augmenting tools based on user input. In this post, we demonstrate how to build a generative AI financial services agent powered by Amazon Bedrock.

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AWS Machine Learning - AI

MAY 21, 2024

For several years, we have been actively using machine learning and artificial intelligence (AI) to improve our digital publishing workflow and to deliver a relevant and personalized experience to our readers. These applications are a focus point for our generative AI efforts.

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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.

Generative AI 116

Generative AI Artificial Inteligence AWS Government 116

AWS Machine Learning - AI

AUGUST 26, 2024

Prospecting, opportunity progression, and customer engagement present exciting opportunities to utilize generative AI, using historical data, to drive efficiency and effectiveness. Use case overview Using generative AI, we built Account Summaries by seamlessly integrating both structured and unstructured data from diverse sources.

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Generative AI AWS Artificial Inteligence Technical Review 119

AWS Machine Learning - AI

JANUARY 22, 2025

Amazon Bedrock Flows offers an intuitive visual builder and a set of APIs to seamlessly link foundation models (FMs), Amazon Bedrock features, and AWS services to build and automate user-defined generative AI workflows at scale. Amazon Bedrock Agents offers a fully managed solution for creating, deploying, and scaling AI agents on AWS.

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Travel Hotels AWS Generative AI 121

AWS Machine Learning - AI

AUGUST 13, 2024

Generative artificial intelligence (AI) provides an opportunity for improvements in healthcare by combining and analyzing structured and unstructured data across previously disconnected silos. Generative AI can help raise the bar on efficiency and effectiveness across the full scope of healthcare delivery.

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AWS Machine Learning - AI

OCTOBER 7, 2024

A generative AI Slack chat assistant can help address these challenges by providing a readily available, intelligent interface for users to interact with and obtain the information they need. The fallback intent is fulfilled with a Lambda function. The assistant responds with “Hello! Ask me a question.”

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Generative AI Artificial Inteligence AWS Lambda 99

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.

Generative AI 102

Generative AI Lambda Applications AWS 102

AWS Machine Learning - AI

FEBRUARY 9, 2024

Enterprises are seeking to quickly unlock the potential of generative AI by providing access to foundation models (FMs) to different lines of business (LOBs). After the Amazon Bedrock invocation, Amazon CloudTrail generates a CloudTrail event. steps – The steps requested (for Stability AI models).

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Lambda Generative AI AWS Microservices 142

AWS Machine Learning - AI

APRIL 18, 2024

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 with 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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AWS Applications Lambda Knowledge Base 122

AWS Machine Learning - AI

AUGUST 21, 2024

This post discusses how LLMs can be accessed through Amazon Bedrock to build a generative AI solution that automatically summarizes key information, recognizes the customer sentiment, and generates actionable insights from customer reviews.

Technical Review 121

Technical Review Software Review Systems Review Generative AI 121

AWS Machine Learning - AI

OCTOBER 11, 2024

Event-driven operations management Operational events refer to occurrences within your organization’s cloud environment that might impact the performance, resilience, security, or cost of your workloads. Create business intelligence (BI) dashboards for visual representation and analysis of event data.

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Cloud AWS Serverless Microservices 93

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 90

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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Generative AI Applications Lambda Policies 84

AWS Machine Learning - AI

SEPTEMBER 17, 2024

This data is used to enrich the generative AI prompt to deliver more context-specific and accurate responses without continuously retraining the FM, while also improving transparency and minimizing hallucinations. The RAG Retrieval Lambda function stores conversation history for the user interaction in an Amazon DynamoDB table.

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Generative AI AWS Applications Serverless 86

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 Lambda Performance Artificial Inteligence 123

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 136

AWS Machine Learning - AI

SEPTEMBER 24, 2024

To address this challenge, the contact center team at DoorDash wanted to harness the power of generative AI to deploy a solution quickly, and at scale, while maintaining their high standards for issue resolution and customer satisfaction. In particular, review the Lambda function code.

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Knowledge Base Generative AI Artificial Inteligence Lambda 95