AWS Machine Learning - AI

MARCH 18, 2025

This is where the integration of cutting-edge technologies, such as audio-to-text translation and large language models (LLMs), holds the potential to revolutionize the way patients receive, process, and act on vital medical information. These insights can include: Potential adverse event detection and reporting.

Artificial Inteligence 113

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AWS Machine Learning - AI

JUNE 18, 2024

Traditional neural network models like RNNs and LSTMs and more modern transformer-based models like BERT for NER require costly fine-tuning on labeled data for every custom entity type. By using the model’s broad linguistic understanding, you can perform NER on the fly for any specified entity type.

Artificial Inteligence 126

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AWS Machine Learning - AI

MARCH 13, 2025

Advancements in multimodal artificial intelligence (AI), where agents can understand and generate not just text but also images, audio, and video, will further broaden their applications. This post will discuss agentic AI driven architecture and ways of implementing.

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AWS Machine Learning - AI

NOVEMBER 7, 2024

It also uses a number of other AWS services such as Amazon API Gateway , AWS Lambda , and Amazon SageMaker. You can also bring your own customized models and deploy them to Amazon Bedrock for supported architectures. Alternatively, you can use AWS Lambda and implement your own logic, or use open source tools such as fmeval.

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AWS Machine Learning - AI

MARCH 4, 2025

To achieve these goals, the AWS Well-Architected Framework provides comprehensive guidance for building and improving cloud architectures. The solution incorporates the following key features: Using a Retrieval Augmented Generation (RAG) architecture, the system generates a context-aware detailed assessment.

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AWS Machine Learning - AI

OCTOBER 29, 2024

To address this consideration and enhance your use of batch inference, we’ve developed a scalable solution using AWS Lambda and Amazon DynamoDB. We walk you through our solution, detailing the core logic of the Lambda functions. Amazon S3 invokes the {stack_name}-create-batch-queue-{AWS-Region} Lambda function.

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AWS Machine Learning - AI

JANUARY 13, 2025

This is where intelligent document processing (IDP), coupled with the power of generative AI , emerges as a game-changing solution. Enhancing the capabilities of IDP is the integration of generative AI, which harnesses large language models (LLMs) and generative techniques to understand and generate human-like text.

Education 112

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AWS Machine Learning - AI

APRIL 1, 2025

Model Context Protocol (MCP) is a standardized open protocol that enables seamless interaction between large language models (LLMs), data sources, and tools. With MCP, we can transform general-purpose LLMs into AWS specialists by connecting them to specialized knowledge servers.

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AWS Software Review Knowledge Base Artificial Inteligence 119

AWS Machine Learning - AI

MAY 2, 2025

The use of a multi-agent system, rather than relying on a single large language model (LLM) to handle all tasks, enables more focused and in-depth analysis in specialized areas. Furthermore, the systems modular architecture facilitates seamless maintenance, updates, and scalability.

Real Estate 91

Real Estate Artificial Inteligence Knowledge Base Lambda 91

AWS Machine Learning - AI

NOVEMBER 1, 2024

Retrieving application inference profile ARN based on the tags for Model invocation Organizations often use a generative AI gateway or large language model proxy when calling Amazon Bedrock APIs, including model inference calls. Dhawal Patel is a Principal Machine Learning Architect at AWS.

Generative AI 142

Generative AI AWS Artificial Inteligence Budget 142

AWS Machine Learning - AI

MAY 2, 2025

The following diagram illustrates the solution architecture on AWS. Object recognition with Amazon Rekognition As soon as the image is stored in the S3 bucket, Amazon Rekognition , a powerful computer vision and machine learning service, is triggered.

Generative AI 92

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AWS Machine Learning - AI

APRIL 30, 2025

With advancement in AI technology, the time is right to address such complexities with large language models (LLMs). Amazon Bedrock has helped democratize access to LLMs, which have been challenging to host and manage. The following diagram illustrates the architecture using AWS services.

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Artificial Inteligence Technical Review Software Review Generative AI 103

AWS Machine Learning - AI

APRIL 1, 2025

AI agents extend large language models (LLMs) by interacting with external systems, executing complex workflows, and maintaining contextual awareness across operations. In the first flow, a Lambda-based action is taken, and in the second, the agent uses an MCP server.

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Generative AI AWS Artificial Inteligence Software Review 134

AWS Machine Learning - AI

FEBRUARY 11, 2025

First we discuss end-to-end large-scale data integration with Amazon Q Business, covering data preprocessing, security guardrail implementation, and Amazon Q Business best practices. The following diagram illustrates an example architecture for ingesting data through an endpoint interfacing with a large corpus.

Knowledge Base 102

Knowledge Base Lambda Enterprise AWS 102

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.

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Artificial Inteligence Generative AI Lambda Healthcare 132

AWS Machine Learning - AI

NOVEMBER 19, 2024

Solution overview This section outlines the architecture designed for an email support system using generative AI. The following diagram provides a detailed view of the architecture to enhance email support using generative AI. The workflow includes the following steps: Amazon WorkMail manages incoming and outgoing customer emails.

Knowledge Base 109

Knowledge Base Generative AI Technical Review Lambda 109

CIO

OCTOBER 18, 2023

“IDH holds a potentially severe immediate risk for patients during dialysis and therefore requires immediate attention from staff,” says Hanjie Zhang, director of computational statistics and artificial intelligence at the Renal Research Institute, a joint venture of Fresenius North America and Beth Israel Medical Center. “As

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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

OCTOBER 29, 2024

Multiple programming language support – The GitHub repository provides the observability solution in both Python and Node.js The CloudFormation template provisions resources such as Amazon Data Firehose delivery streams, AWS Lambda functions, Amazon S3 buckets, and AWS Glue crawlers and databases.

Generative AI 113

Generative AI Applications AWS Knowledge Base 113

Xebia

APRIL 20, 2023

That’s right, folks; I replaced the Xebia leadership with artificial intelligence! The magic happens through a combination of Serverless, user input, a CloudFront distribution, a Lambda function, and the OpenAI API. You’ve heard of the age-old saying: "If you can’t beat them, join them," right?

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AWS Machine Learning - AI

NOVEMBER 21, 2024

This granular input helps models learn how to produce speech that sounds natural, with appropriate pacing and emotional consistency. The following diagram illustrates the solution architecture. Pre-annotation and post-annotation AWS Lambda functions are optional components that can enhance the workflow.

Video 102

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AWS Machine Learning - AI

MARCH 5, 2025

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. To learn more about FMEval, see Evaluate large language models for quality and responsibility of LLMs.

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AWS Machine Learning - AI

NOVEMBER 13, 2024

The solution also uses Amazon Cognito user pools and identity pools for managing authentication and authorization of users, Amazon API Gateway REST APIs, AWS Lambda functions, and an Amazon Simple Storage Service (Amazon S3) bucket. The following diagram illustrates the architecture of the application.

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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. Therefore, eSentire decided to build their own LLM using Llama 1 and Llama 2 foundational models.

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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. These models are pre-trained on massive datasets and, to sometimes fine-tuned with smaller sets of more task specific data.

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Generative AI Artificial Inteligence AWS Applications 121

AWS Machine Learning - AI

MARCH 7, 2025

In this post, we describe the development journey of the generative AI companion for Mozart, the data, the architecture, and the evaluation of the pipeline. In the future, Verisk intends to use the Amazon Titan Embeddings V2 model. The following diagram illustrates the solution architecture. Connect with him on LinkedIn.

Generative AI 101

Generative AI Technical Review Insurance Policies 101

AWS Machine Learning - AI

FEBRUARY 19, 2024

Chatbots use the advanced natural language capabilities of large language models (LLMs) to respond to customer questions. They can understand conversational language and respond naturally. It augments prompts with these relevant chunks to generate an answer using the LLM.

Knowledge Base 133

Knowledge Base Artificial Inteligence Applications Lambda 133

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. Therefore, human evaluation was required for insights generated by the LLM. This post was co-written with Mickey Alon from Vidmob.

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AWS Machine Learning - AI

AUGUST 15, 2024

The advent of generative artificial intelligence (AI) provides organizations unique opportunities to digitally transform customer experiences. The solution is extensible, uses AWS AI and machine learning (ML) services, and integrates with multiple channels such as voice, web, and text (SMS).

Artificial Inteligence 126

Artificial Inteligence Generative AI Knowledge Base Lambda 126

AWS Machine Learning - AI

APRIL 22, 2025

Seamless live stream acquisition The solution begins with an IP-enabled camera capturing the live event feed, as shown in the following section of the architecture diagram. A serverless, event-driven workflow using Amazon EventBridge and AWS Lambda automates the post-event processing.

Media 82

Media Knowledge Base AWS Systems Review 82

AWS Machine Learning - AI

APRIL 24, 2024

Conversational artificial intelligence (AI) assistants are engineered to provide precise, real-time responses through intelligent routing of queries to the most suitable AI functions. For direct device actions like start, stop, or reboot, we use the action-on-device action group, which invokes a Lambda function.

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Artificial Inteligence Lambda Knowledge Base IoT 137

CIO

APRIL 25, 2023

A transformer is a type of AI deep learning model that was first introduced by Google in a research paper in 2017. Five years later, transformer architecture has evolved to create powerful models such as ChatGPT. Learn more about Protiviti’s Artificial Intelligence Services.

Generative AI 174

Generative AI ChatGPT Artificial Inteligence Artificial Intelligence 174

CIO

MAY 12, 2022

Predictive analytics tools blend artificial intelligence and business reporting. Composite AI mixes statistics and machine learning; industry-specific solutions. Supports larger data management architecture; modular options available. What are predictive analytics tools? On premises or in SAP cloud. Free tier.

Analytics 206

Analytics Tools Artificial Inteligence Open Source 206

AWS Machine Learning - AI

MARCH 20, 2025

Amazon Bedrock offers fine-tuning capabilities that allow you to customize these pre-trained models using proprietary call transcript data, facilitating high accuracy and relevance without the need for extensive machine learning (ML) expertise. Architecture The following diagram illustrates the solution architecture.

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Generative AI Artificial Inteligence Metrics AWS 92

AWS Machine Learning - AI

MAY 30, 2024

CBRE is unlocking the potential of artificial intelligence (AI) to realize value across the entire commercial real estate lifecycle—from guiding investment decisions to managing buildings. CBRE wanted to enable clients to quickly query existing data using natural language prompts, all in a user-friendly environment.

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AWS Machine Learning - AI

SEPTEMBER 12, 2024

Llama 3 uses a decoder-only transformer architecture and new tokenizer that provides improved model performance with 128K size. In addition, Meta improved post-training procedures that substantially reduced false refusal rates, improved alignment, and increased diversity in model responses.

Artificial Inteligence 134

Artificial Inteligence Applications Generative AI AWS 134

AWS Machine Learning - AI

MARCH 20, 2025

Lets look at an example solution for implementing a customer management agent: An agentic chat can be built with Amazon Bedrock chat applications, and integrated with functions that can be quickly built with other AWS services such as AWS Lambda and Amazon API Gateway. Then the user interacts with the chat application using natural language.

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