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

NOVEMBER 1, 2024

The architecture in the preceding figure illustrates two methods for dynamically retrieving inference profile ARNs based on tags. Lambda-based Method: This approach uses AWS Lambda as an intermediary between the calling client and the ResourceGroups API. Dhawal Patel is a Principal Machine Learning Architect at AWS.

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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

JULY 11, 2024

This solution shows how Amazon Bedrock agents can be configured to accept cloud architecture diagrams, automatically analyze them, and generate Terraform or AWS CloudFormation templates. Solution overview Before we explore the deployment process, let’s walk through the key steps of the architecture as illustrated in Figure 1.

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AWS Machine Learning - AI

OCTOBER 29, 2024

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

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AWS Machine Learning - AI

NOVEMBER 21, 2024

The following diagram illustrates the solution architecture. Pre-annotation and post-annotation AWS Lambda functions are optional components that can enhance the workflow. The pre-annotation Lambda function can process the input manifest file before data is presented to annotators, enabling any necessary formatting or modifications.

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Crunchbase News

MAY 15, 2024

Building AI infrastructure While most people like to concentrate on the newest AI tool to help generate emails or mimic their own voice, investors are looking at much of the architecture underneath generative AI that makes it work. In February, Lambda hit unicorn status after a $320 million Series C at a $1.5 billion valuation.

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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

APRIL 23, 2025

Designed with a serverless, cost-optimized architecture, the platform provisions SageMaker endpoints dynamically, providing efficient resource utilization while maintaining scalability. The following diagram illustrates the solution architecture. Click here to open the AWS console and follow along.

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AWS Machine Learning - AI

JULY 3, 2024

To solve this problem, this post shows you how to apply AWS services such as Amazon Bedrock , AWS Step Functions , and Amazon Simple Email Service (Amazon SES) to build a fully-automated multilingual calendar artificial intelligence (AI) assistant. Invoke a Lambda function to send out the decline email with the generated content.

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AWS Machine Learning - AI

OCTOBER 11, 2024

It can be extended to incorporate additional types of operational events—from AWS or non-AWS sources—by following an event-driven architecture (EDA) approach. The following diagram illustrates the solution architecture. See Amazon Bedrock pricing , Amazon OpenSearch pricing and Amazon Kendra pricing for pricing details.

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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. The following figure illustrates the core architecture for the NLQ capability. A user sends a question (NLQ) as a JSON event.

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AWS Machine Learning - AI

NOVEMBER 14, 2024

Architecture The following figure shows the architecture of the solution. The user’s request is sent to AWS API Gateway , which triggers a Lambda function to interact with Amazon Bedrock using Anthropic’s Claude Instant V1 FM to process the user’s request and generate a natural language response of the place location.

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AWS Machine Learning - AI

APRIL 18, 2024

Generative artificial intelligence (AI) with Amazon Bedrock directly addresses these challenges. With Amazon Bedrock, teams can input high-level architectural descriptions and use generative AI to generate a baseline configuration of Terraform scripts. Amazon Bedrock generates Terraform code from architectural descriptions.

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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. The following diagram illustrates the solution architecture. You can create a decoupled architecture with reusable components. Connect with him on LinkedIn.

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CIO

APRIL 25, 2023

Five years later, transformer architecture has evolved to create powerful models such as ChatGPT. ChatGPT was trained with 175 billion parameters; for comparison, GPT-2 was 1.5B (2019), Google’s LaMBDA was 137B (2021), and Google’s BERT was 0.3B (2018). Learn more about Protiviti’s Artificial Intelligence Services.

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CIO

MAY 8, 2024

Of late, innovative data integration tools are revolutionising how organisations approach data management, unlocking new opportunities for growth, efficiency, and strategic decision-making by leveraging technical advancements in Artificial Intelligence, Machine Learning, and Natural Language Processing. billion by 2025.

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AWS Machine Learning - AI

AUGUST 21, 2024

The latest advances in generative artificial intelligence (AI) allow for new automated approaches to effectively analyze large volumes of customer feedback and distill the key themes and highlights. The following reference architecture illustrates what an automated review analysis solution could look like.

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O'Reilly Media - Ideas

DECEMBER 5, 2018

Artificial intelligence and machine learning. Artificial Intelligence for Robotics , January 24-25. Artificial Intelligence: Real-World Applications , January 31. Programming with Java Lambdas and Streams , January 22. Developing Incremental Architecture , February 11-12.

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AWS Machine Learning - AI

FEBRUARY 6, 2024

The following diagram illustrates the solution architecture. Amazon SQS enables a fault-tolerant decoupled architecture. The WebSocket triggers an AWS Lambda function, which creates a record in Amazon DynamoDB. Another Lambda function gets triggered with a new message in the SQS queue.

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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. The application uses event-driven architecture (EDA), a powerful software design pattern that you can use to build decoupled systems by communicating through events.

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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. In this blog post, we describe the architectural and operational details of how Amazon Ads implemented its generative AI-powered image creation solution on AWS.

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AWS Machine Learning - AI

JULY 2, 2024

Knowledge bases effectively bridge the gap between the broad knowledge encapsulated within foundation models and the specialized, domain-specific information that businesses possess, enabling a truly customized and valuable generative artificial intelligence (AI) experience. The following diagram illustrates the solution architecture.

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AWS Machine Learning - AI

MARCH 7, 2024

The following diagram provides a simplified view of the solution architecture and highlights the key elements. The DynamoDB update triggers an AWS Lambda function, which starts a Step Functions workflow. The Step Functions workflow invokes a Lambda function to generate a status report. height – The height of the image in pixels.

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TechCrunch

MAY 3, 2022

The modern architecture of databases makes this complicated, with information potentially distributed across Kubernetes containers, Lambda, ECS and EC2 and more.

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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. We provide LangChain and AWS SDK code-snippets, architecture and discussions to guide you on this important topic. Here, we use the on-demand option.

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O'Reilly Media - Ideas

FEBRUARY 6, 2019

Artificial Intelligence: An Overview of AI and Machine Learning , March 20. Next Generation Decision Making: Pragmatic Artificial Intelligence , March 20-21. Artificial Intelligence for Robotics , March 21-22. Artificial Intelligence: Real-World Applications , March 28. Blockchain.

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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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AWS Machine Learning - AI

AUGUST 26, 2024

GenASL is a generative artificial intelligence (AI) -powered solution that translates speech or text into expressive ASL avatar animations, bridging the gap between spoken and written language and sign language. The following diagram shows a high-level overview of the architecture. That’s where GenASL comes in.

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AWS Machine Learning - AI

FEBRUARY 19, 2024

The ability to intelligently incorporate information, understand natural language, and provide customized replies in a conversational flow allows chatbots to deliver real business value across diverse use cases. The popular architecture pattern of Retrieval Augmented Generation (RAG) is often used to augment user query context and responses.

Knowledge Base 121

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AWS Machine Learning - AI

APRIL 11, 2024

Advances in generative artificial intelligence (AI) have given rise to intelligent document processing (IDP) solutions that can automate the document classification, and create a cost-effective classification layer capable of handling diverse, unstructured enterprise documents.

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AWS Machine Learning - AI

DECEMBER 22, 2023

Solution architecture The following diagram illustrates the solution architecture. Diagram 1: Solution Architecture Overview The agent’s response workflow includes the following steps: Users perform natural language dialog with the agent through their choice of web, SMS, or voice channels. create-stack.sh

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AWS Machine Learning - AI

JULY 3, 2024

Image 1: High-level overview of the AI-assistant and its different components Architecture The overall architecture and the main steps in the content creation process are illustrated in Image 2. Amazon Lambda : to run the backend code, which encompasses the generative logic.

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AWS Machine Learning - AI

SEPTEMBER 4, 2024

The agent queries the product information stored in an Amazon DynamoDB table, using an API implemented as an AWS Lambda function. The following diagram illustrates the solution architecture. The agent uses an API backed by Lambda to get product information. Lastly, the Lambda function looks up product data from DynamoDB.

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AWS Machine Learning - AI

JULY 15, 2024

In this post we show you how Mixbook used generative artificial intelligence (AI) capabilities in AWS to personalize their photo book experiences—a step towards their mission. Business Challenge In today’s digital world, we have a lot of pictures that we take and share with our friends and family.

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AWS Machine Learning - AI

FEBRUARY 8, 2024

The following diagram illustrates the solution architecture. Each action group can specify one or more API paths, whose business logic is run through the AWS Lambda function associated with the action group. The workflow consists of the following steps: Users provide natural language inputs to the agent. create-customer-resources.sh

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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. Solution overview The AWS team worked with Vidmob to build a serverless architecture for handling incoming questions from customers.

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