AWS Machine Learning - AI

APRIL 1, 2025

In this post, we show you how to build an Amazon Bedrock agent that uses MCP to access data sources to quickly build generative AI applications. In the first flow, a Lambda-based action is taken, and in the second, the agent uses an MCP server. Eashan Kaushik is a Specialist Solutions Architect AI/ML at Amazon Web Services.

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AWS Machine Learning - AI

APRIL 1, 2025

AWS Cloud Development Kit (AWS CDK) Delivers AWS CDK knowledge with tools for implementing best practices, security configurations with cdk-nag , Powertools for AWS Lambda integration, and specialized constructs for generative AI services. She specializes in Generative AI, distributed systems, and cloud computing.

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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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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

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 127

AWS Machine Learning - AI

SEPTEMBER 6, 2024

Generative artificial intelligence (AI) can be vital for marketing because it enables the creation of personalized content and optimizes ad targeting with predictive analytics. Use case overview Vidmob aims to revolutionize its analytics landscape with generative AI.

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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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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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AWS Machine Learning - AI

MAY 14, 2024

Recent advances in artificial intelligence have led to the emergence of generative AI that can produce human-like novel content such as images, text, and audio. An important aspect of developing effective generative AI application is Reinforcement Learning from Human Feedback (RLHF).

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AWS Machine Learning - AI

MAY 15, 2024

With that goal, Amazon Ads has used artificial intelligence (AI), applied science, and analytics to help its customers drive desired business outcomes for nearly two decades. This blog post shares more about how generative AI solutions from Amazon Ads help brands create more visually rich consumer experiences.

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Generative AI Artificial Inteligence Advertising Technical Review 128

AWS Machine Learning - AI

JULY 15, 2024

The inference pipeline is powered by an AWS Lambda -based multi-step architecture, which maximizes cost-efficiency and elasticity by running independent image analysis steps in parallel. Safety and correctness : The captions were generated responsibly, leveraging the guard-rails to ensure content moderation and relevancy.

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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 122

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 125

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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AWS Machine Learning - AI

MARCH 14, 2024

Generative artificial intelligence (generative AI) has enabled new possibilities for building intelligent systems. Recent improvements in Generative AI based large language models (LLMs) have enabled their use in a variety of applications surrounding information retrieval.

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AWS Machine Learning - AI

MARCH 18, 2025

Personalized care plans By using the LLMs knowledge base and analytical capabilities, healthcare professionals can develop tailored care plans aligned with the patients specific needs and medical history. Copying these sample files will trigger an S3 event invoking the AWS Lambda function audio-to-text. Choose Test. Choose Test.

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Artificial Inteligence Technical Review Healthcare Systems Review 109

AWS Machine Learning - AI

NOVEMBER 30, 2023

We believe generative AI has the potential over time to transform virtually every customer experience we know. Innovative startups like Perplexity AI are going all in on AWS for generative AI. And at the top layer, we’ve been investing in game-changing applications in key areas like generative AI-based coding.

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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. Solutions Architect in AWS.

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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. seconds or less. If you don’t already have one, you can create one.

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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

SEPTEMBER 13, 2024

We aim to target and simplify them using generative AI with Amazon Bedrock. The application generates SQL queries based on the user’s input, runs them against an Athena database containing CUR data, and presents the results in a user-friendly format.

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AWS Machine Learning - AI

JUNE 19, 2024

In this post, we show you how to unlock new levels of efficiency and creativity by bringing the power of generative AI directly into your Slack workspace using Amazon Bedrock. API Gateway forwards the event to an AWS Lambda function. The Lambda function invokes Amazon Bedrock with the request, then responds to the user in Slack.

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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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AWS Machine Learning - AI

NOVEMBER 24, 2023

This is where Amazon Bedrock with its generative AI capabilities steps in to reshape the game. In this post, we dive into how Amazon Bedrock is transforming the product description generation process, empowering e-retailers to efficiently scale their businesses while conserving valuable time and resources.

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AWS Machine Learning - AI

APRIL 23, 2025

The endpoint lifecycle is orchestrated through dedicated AWS Lambda functions that handle creation and deletion. The application implements a processing pipeline through AWS Step Functions, orchestrating a series of Lambda functions that handle distinct aspects of document analysis. The LLM endpoint is provisioned on ml.p4d.24xlarge

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AWS Machine Learning - AI

FEBRUARY 26, 2024

In this post, we demonstrate a few metrics for online LLM monitoring and their respective architecture for scale using AWS services such as Amazon CloudWatch and AWS Lambda. The file saved on Amazon S3 creates an event that triggers a Lambda function. He helps customers implement big data and analytics solutions.

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CIO

NOVEMBER 2, 2023

And that is where many CIOs find themselves today: tackling cloud cost issues more skillfully just as disruptive forces such as generative AI are set to ensure those costs will exponentially escalate, CIOs predict. There’s just not enough experience there to know what the ultimate costs for gen AI are,” says ADP’s Nagrath.

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Strategy Cloud Data Center Budget 211

CIO

MARCH 6, 2023

Advancements in analytics and AI as well as support for unstructured data in centralized data lakes are key benefits of doing business in the cloud, and Shutterstock is capitalizing on its cloud foundation, creating new revenue streams and business models using the cloud and data lakes as key components of its innovation platform.

Artificial Inteligence 133

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AWS Machine Learning - AI

JUNE 26, 2024

This post is a follow-up to Generative AI and multi-modal agents in AWS: The key to unlocking new value in financial markets. This blog is part of the series, Generative AI and AI/ML in Capital Markets and Financial Services. The following diagram illustrates the technical architecture.

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Artificial Inteligence Research Knowledge Base Applications 128

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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Artificial Inteligence Analytics Knowledge Base AWS 125

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 131

AWS Machine Learning - AI

MARCH 19, 2024

Generative language models have proven remarkably skillful at solving logical and analytical natural language processing (NLP) tasks. To additionally boost accuracy on tasks that involve reasoning, a self-consistency prompting approach has been suggested, which replaces greedy with stochastic decoding during language generation.

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Performance Lambda Technical Review AWS 129

CIO

OCTOBER 23, 2024

Come la maggior parte dei progetti di AI di livello aziendale, si è iniziato con i dati [in inglese]. Massimizzare il potenziale dei dati Secondo il rapporto Q3 State of Generative AI di Deloitte, il 75% delle imprese ha aumentato la spesa per la gestione del ciclo di vita dei dati grazie all’AI generativa.

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Artificial Inteligence Data Center ChatGPT Software Review 97

Perficient

FEBRUARY 13, 2024

Databricks provides a unified analytics platform that allows businesses to process and analyze large volumes of data efficiently and effectively. By leveraging the power of Databricks, businesses can accelerate their data analytics processes and gain a competitive edge. This is where Dolly comes into play.

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AWS Machine Learning - AI

AUGUST 27, 2024

The following are a couple of ideas for advanced applications of document enrichment: Run an AWS Lambda function that sends your document to Amazon Textract. Guillermo has developed a keen interest in serverless architectures and generative AI applications.

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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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AWS Machine Learning - AI

JANUARY 26, 2024

Generative artificial intelligence (AI) applications built around large language models (LLMs) have demonstrated the potential to create and accelerate economic value for businesses. Many customers are looking for guidance on how to manage security, privacy, and compliance as they develop generative AI applications.

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