Dzone - DevOps

MARCH 28, 2025

With rapid progress in the fields of machine learning (ML) and artificial intelligence (AI), it is important to deploy the AI/ML model efficiently in production environments. The architecture downstream ensures scalability, cost efficiency, and real-time access to applications.

Scalability 88

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AWS Machine Learning - AI

OCTOBER 17, 2024

With the advent of generative AI and machine learning, new opportunities for enhancement became available for different industries and processes. AWS HealthScribe combines speech recognition and generative AI trained specifically for healthcare documentation to accelerate clinical documentation and enhance the consultation experience.

AWS 103

AWS Artificial Inteligence Generative AI Machine Learning 103

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 use AWS services such as Application Load Balancer to implement this approach. It consists of one or more components depending on the number of FM providers and number and types of custom models used.

Generative AI 106

Generative AI AWS Enterprise Artificial Inteligence 106

AWS Machine Learning - AI

NOVEMBER 6, 2024

The rise of large language models (LLMs) and foundation models (FMs) has revolutionized the field of natural language processing (NLP) and artificial intelligence (AI). Development environment – Set up an integrated development environment (IDE) with your preferred coding language and tools.

Software Review 108

Software Review Artificial Inteligence Generative AI AWS 108

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 104

CIO

NOVEMBER 16, 2023

A large language model (LLM) is a type of gen AI that focuses on text and code instead of images or audio, although some have begun to integrate different modalities. That question isn’t set to the LLM right away. And it’s more effective than using simple documents to provide context for LLM queries, she says.

Artificial Inteligence 209

Artificial Inteligence ChatGPT Open Source Azure 209

AWS Machine Learning - AI

FEBRUARY 12, 2025

Large language models (LLMs) have revolutionized the field of natural language processing with their ability to understand and generate humanlike text. Researchers developed Medusa , a framework to speed up LLM inference by adding extra heads to predict multiple tokens simultaneously.

Artificial Inteligence 75

Artificial Inteligence Training AWS Machine Learning 75

AWS Machine Learning - AI

DECEMBER 24, 2024

Training large language models (LLMs) models has become a significant expense for businesses. For many use cases, companies are looking to use LLM foundation models (FM) with their domain-specific data. To learn more about Trainium chips and the Neuron SDK, see Welcome to AWS Neuron.

AWS 97

AWS Artificial Inteligence Generative AI Training 97

AWS Machine Learning - AI

NOVEMBER 15, 2024

Principal wanted to use existing internal FAQs, documentation, and unstructured data and build an intelligent chatbot that could provide quick access to the right information for different roles. Principal also used the AWS open source repository Lex Web UI to build a frontend chat interface with Principal branding.

Generative AI 112

Generative AI AWS Groups Artificial Inteligence 112

CIO

JUNE 11, 2024

With a shortage of IT workers with AI skills looming, Amazon Web Services (AWS) is offering two new certifications to help enterprises building AI applications on its platform to find the necessary talent. Candidates for this certification can sign up for an AWS Skill Builder subscription to check three new courses exploring various concepts.

Artificial Inteligence 173

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AWS Machine Learning - AI

NOVEMBER 20, 2024

The effectiveness of RAG heavily depends on the quality of context provided to the large language model (LLM), which is typically retrieved from vector stores based on user queries. The relevance of this context directly impacts the model’s ability to generate accurate and contextually appropriate responses.

Artificial Inteligence 109

Artificial Inteligence Applications Knowledge Base Generative AI 109

TechCrunch

NOVEMBER 29, 2023

At its re:Invent conference today, Amazon’s AWS cloud arm announced the launch of SageMaker HyperPod, a new purpose-built service for training and fine-tuning large language models (LLMs). SageMaker HyperPod is now generally available.

Artificial Inteligence 261

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AWS Machine Learning - AI

OCTOBER 16, 2024

The following were some initial challenges in automation: Language diversity – The services host both Dutch and English shows. Some local shows feature Flemish dialects, which can be difficult for some large language models (LLMs) to understand. The secondary LLM is used to evaluate the summaries on a large scale.

Media 110

Media Video Artificial Inteligence Generative AI 110

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. This allows teams to focus more on implementing improvements and optimizing AWS infrastructure. This systematic approach leads to more reliable and standardized evaluations.

Generative AI 89

Generative AI Technical Review Software Review Systems Review 89

AWS Machine Learning - AI

APRIL 1, 2025

Were excited to announce the open source release of AWS MCP Servers for code assistants a suite of specialized Model Context Protocol (MCP) servers that bring Amazon Web Services (AWS) best practices directly to your development workflow. This post is the first in a series covering AWS MCP Servers.

AWS 85

AWS Software Review Knowledge Base Artificial Inteligence 85

AWS Machine Learning - AI

NOVEMBER 13, 2024

However, as the reach of live streams expands globally, language barriers and accessibility challenges have emerged, limiting the ability of viewers to fully comprehend and participate in these immersive experiences. The extension delivers a web application implemented using the AWS SDK for JavaScript and the AWS Amplify JavaScript library.

Generative AI 123

Generative AI AWS Lambda Authentication 123

Crunchbase News

JANUARY 2, 2025

Artificial intelligence dominated the venture landscape last year. The San Francisco-based company which helps businesses process, analyze, and manage large amounts of data quickly and efficiently using tools like AI and machine learning is now the fourth most highly valued U.S.-based based companies?

Artificial Inteligence 137

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AWS Machine Learning - AI

OCTOBER 29, 2024

This engine uses artificial intelligence (AI) and machine learning (ML) services and generative AI on AWS to extract transcripts, produce a summary, and provide a sentiment for the call. This post provides guidance on how you can create a video insights and summarization engine using AWS AI/ML services.

Generative AI 105

Generative AI Video Engineering Artificial Inteligence 105

AWS Machine Learning - AI

NOVEMBER 27, 2024

Large language models (LLMs) have witnessed an unprecedented surge in popularity, with customers increasingly using publicly available models such as Llama, Stable Diffusion, and Mistral. About the Authors Kanwaljit Khurmi is a Principal Worldwide Generative AI Solutions Architect at AWS.

Training 101

Training Artificial Inteligence AWS Machine Learning 101

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. This gives you an AI agent that can transform the way you manage your AWS spend. Perplexity AI MCP server to interpret the AWS spend data.

Generative AI 107

Generative AI AWS Artificial Inteligence Software Review 107

Xebia

FEBRUARY 28, 2025

Gartner reported that on average only 54% of AI models move from pilot to production: Many AI models developed never even reach production. … that is not an awful lot. We spent time trying to get models into production but we are not able to. No longer is Machine Learning development only about training a ML model.

Technical Review 182

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AWS Machine Learning - AI

MARCH 27, 2025

Amazon Bedrock cross-Region inference capability that provides organizations with flexibility to access foundation models (FMs) across AWS Regions while maintaining optimal performance and availability. We provide practical examples for both SCP modifications and AWS Control Tower implementations.

Artificial Inteligence 91

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AWS Machine Learning - AI

NOVEMBER 26, 2024

With the rise of large language models (LLMs) like Meta Llama 3.1, there is an increasing need for scalable, reliable, and cost-effective solutions to deploy and serve these models. Prerequisites Before you begin, make sure you have the following utilities installed on your local machine or development environment.

AWS 95

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AWS Machine Learning - AI

JULY 31, 2024

Amazon Web Services (AWS) is committed to supporting the development of cutting-edge generative artificial intelligence (AI) technologies by companies and organizations across the globe. Let’s dive in and explore how these organizations are transforming what’s possible with generative AI on AWS.

Artificial Inteligence 120

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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

NOVEMBER 1, 2024

Fine-tuning is a powerful approach in natural language processing (NLP) and generative AI , allowing businesses to tailor pre-trained large language models (LLMs) for specific tasks. This process involves updating the model’s weights to improve its performance on targeted applications.

Artificial Inteligence 90

Artificial Inteligence Generative AI Training Metrics 90

AWS Machine Learning - AI

OCTOBER 31, 2024

AWS offers powerful generative AI services , including Amazon Bedrock , which allows organizations to create tailored use cases such as AI chat-based assistants that give answers based on knowledge contained in the customers’ documents, and much more. The following figure illustrates the high-level design of the solution.

Generative AI 117

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Prisma Clud

NOVEMBER 22, 2024

Organizations are increasingly turning to cloud providers, like Amazon Web Services (AWS), to address these challenges and power their digital transformation initiatives. However, the vastness of AWS environments and the ease of spinning up new resources and services can lead to cloud sprawl and ongoing security risks.

AWS 105

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AWS Machine Learning - AI

MARCH 20, 2025

Traditionally, transforming raw data into actionable intelligence has demanded significant engineering effort. It often requires managing multiple machine learning (ML) models, designing complex workflows, and integrating diverse data sources into production-ready formats.

Data 104

Data Generative AI Artificial Inteligence Compliance 104

AWS Machine Learning - AI

MARCH 13, 2025

DeepSeek-R1 , developed by AI startup DeepSeek AI , is an advanced large language model (LLM) distinguished by its innovative, multi-stage training process. Instead of relying solely on traditional pre-training and fine-tuning, DeepSeek-R1 integrates reinforcement learning to achieve more refined outputs.

Artificial Inteligence 71

Artificial Inteligence AWS Machine Learning Load Balancer 71

AWS Machine Learning - AI

NOVEMBER 1, 2024

To address these challenges, Amazon Bedrock has launched a capability that organization can use to tag on-demand models and monitor associated costs. Organizations can now label all Amazon Bedrock models with AWS cost allocation tags , aligning usage to specific organizational taxonomies such as cost centers, business units, and applications.

Generative AI 133

Generative AI AWS Artificial Inteligence Budget 133

AWS Machine Learning - AI

NOVEMBER 13, 2024

The Amazon Bedrock single API access, regardless of the models you choose, gives you the flexibility to use different FMs and upgrade to the latest model versions with minimal code changes. Amazon Titan FMs provide customers with a breadth of high-performing image, multimodal, and text model choices, through a fully managed API.

AWS 108

AWS Engineering Serverless eCommerce 108

AWS Machine Learning - AI

DECEMBER 11, 2024

In this post, we illustrate how EBSCOlearning partnered with AWS Generative AI Innovation Center (GenAIIC) to use the power of generative AI in revolutionizing their learning assessment process. The evaluation process includes three phases: LLM-based guideline evaluation, rule-based checks, and a final evaluation.

Generative AI 78

Generative AI Artificial Inteligence Guidelines Education 78

AWS Machine Learning - AI

DECEMBER 23, 2024

When even greater precision and contextual fidelity are required, the solution evolves to graph-enhanced RAG (GraphRAG), where graph structures provide enhanced reasoning and relationship modeling capabilities. How graphs make RAG more accurate In this section, we discuss the ways in which graphs make RAG more accurate.

Generative AI 121

Generative AI Artificial Inteligence AWS Knowledge Base 121

AWS Machine Learning - AI

DECEMBER 11, 2024

Earlier this year, we published the first in a series of posts about how AWS is transforming our seller and customer journeys using generative AI. Field Advisor serves four primary use cases: AWS-specific knowledge search With Amazon Q Business, weve made internal data sources as well as public AWS content available in Field Advisors index.

AWS 92

AWS Generative AI Technical Review Artificial Inteligence 92

TechCrunch

APRIL 4, 2023

Now, seven years later, Amazon has another AI accelerator – this time led by Amazon Web Services with a focus on the newest zeitgeist: generative artificial intelligence. Announced today, AWS has created a 10-week program for generative AI startups around the globe. As for why now, isn’t it obvious?

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Generative AI Artificial Inteligence Minimum Viable Product Artificial Intelligence 220

AWS Machine Learning - AI

DECEMBER 6, 2024

Today, we are excited to announce that Mistral-NeMo-Base-2407 and Mistral-NeMo-Instruct-2407 twelve billion parameter large language models from Mistral AI that excel at text generationare available for customers through Amazon SageMaker JumpStart. An AWS Identity and Access Management (IAM) role to access SageMaker.

Artificial Inteligence 92

Artificial Inteligence AWS Generative AI Training 92