AWS Machine Learning - AI

JANUARY 29, 2025

Amazon Bedrock Custom Model Import enables the import and use of your customized models alongside existing FMs through a single serverless, unified API. This serverless approach eliminates the need for infrastructure management while providing enterprise-grade security and scalability.

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AWS Machine Learning - AI

MARCH 4, 2025

We demonstrate how to harness the power of LLMs to build an intelligent, scalable system that analyzes architecture documents and generates insightful recommendations based on AWS Well-Architected best practices. This scalability allows for more frequent and comprehensive reviews.

Generative AI 122

Generative AI Technical Review Software Review Systems Review 122

Apiumhub

DECEMBER 9, 2024

Also combines data integration with machine learning. Serverless SQL Pools for On-Demand Querying Synapse includes serverless SQL pools for ad-hoc querying of data stored in Azure Data Lake without requiring dedicated compute resources. This is designed for large-scale data storage, query optimization, and analytics.

Azure 92

Azure Analytics Storage Machine Learning 92

AWS Machine Learning - AI

SEPTEMBER 3, 2024

That’s where the new Amazon EMR Serverless application integration in Amazon SageMaker Studio can help. In this post, we demonstrate how to leverage the new EMR Serverless integration with SageMaker Studio to streamline your data processing and machine learning workflows.

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Serverless AWS Artificial Inteligence Big Data 119

AWS Machine Learning - AI

APRIL 30, 2025

Because Amazon Bedrock is serverless, you dont have to manage infrastructure to securely integrate and deploy generative AI capabilities into your application, handle spiky traffic patterns, and enable new features like cross-Region inference, which helps provide scalability and reliability across AWS Regions. Anthropics Claude 3.5

Artificial Inteligence 109

Artificial Inteligence Technical Review Software Review Generative AI 109

AWS Machine Learning - AI

APRIL 23, 2024

As successful proof-of-concepts transition into production, organizations are increasingly in need of enterprise scalable solutions. Private network policies for Amazon OpenSearch Serverless For companies building RAG applications, it’s critical that the data remains secure and the network traffic does not go to public internet.

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Knowledge Base Scalability Applications Generative AI 128

AWS Machine Learning - AI

NOVEMBER 22, 2024

Since Amazon Bedrock is serverless, you don’t have to manage any infrastructure, and you can securely integrate and deploy generative AI capabilities into your applications using the AWS services you are already familiar with. Furthermore, our solutions are designed to be scalable, ensuring that they can grow alongside your business.

Generative AI 101

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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. Serverless on AWS AWS GovCloud (US) Generative AI on AWS About the Authors Nick Biso is a Machine Learning Engineer at AWS Professional Services.

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Artificial Inteligence Open Source AWS Serverless 69

Xebia

AUGUST 17, 2023

Leveraging Serverless and Generative AI for Image Captioning on GCP In today’s age of abundant data, especially visual data, it’s imperative to understand and categorize images efficiently. TL;DR We’ve built an automated, serverless system on Google Cloud Platform where: Users upload images to a Google Cloud Storage Bucket.

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Serverless Generative AI Google Cloud Technical Review 130

AWS Machine Learning - AI

APRIL 3, 2024

In this post, we show how to build a contextual text and image search engine for product recommendations using the Amazon Titan Multimodal Embeddings model , available in Amazon Bedrock , with Amazon OpenSearch Serverless. Amazon SageMaker Studio – It is an integrated development environment (IDE) for machine learning (ML).

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AWS Machine Learning - AI

JANUARY 22, 2025

With the Amazon Bedrock serverless experience, you can get started quickly, privately customize FMs with your own data, and quickly integrate and deploy them into your applications using AWS tools without having to manage the infrastructure. With six years of experience in ML and cybersecurity, he brings a wealth of knowledge to his work.

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Network Artificial Inteligence Machine Learning Serverless 113

AWS Machine Learning - AI

OCTOBER 29, 2024

Cost optimization – This solution uses serverless technologies, making it cost-effective for the observability infrastructure. Although the implementation is straightforward, following best practices is crucial for the scalability, security, and maintainability of your observability infrastructure.

Generative AI 115

Generative AI Applications AWS Knowledge Base 115

AWS Machine Learning - AI

APRIL 9, 2025

Semantic routing offers several advantages, such as efficiency gained through fast similarity search in vector databases, and scalability to accommodate a large number of task categories and downstream LLMs. He specializes in machine learning and is a generative AI lead for NAMER startups team.

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Artificial Inteligence Generative AI AWS Applications 131

AWS Machine Learning - AI

NOVEMBER 6, 2024

Limited scalability – As the volume of requests increased, the CCoE team couldn’t disseminate updated directives quickly enough. Oleg Chugaev is a Principal Solutions Architect and Serverless evangelist with 20+ years in IT, holding multiple AWS certifications. Steven has been AWS Professionally certified for over 8 years.

Generative AI 117

Generative AI Government Technical Review Innovation 117

AWS Machine Learning - AI

NOVEMBER 14, 2024

This innovative service goes beyond traditional trip planning methods, offering real-time interaction through a chat-based interface and maintaining scalability, reliability, and data security through AWS native services. Architecture The following figure shows the architecture of the solution.

Artificial Inteligence 113

Artificial Inteligence Generative AI Travel AWS 113

AWS Machine Learning - AI

APRIL 10, 2025

AWS is the first major cloud provider to deliver Pixtral Large as a fully managed, serverless model. With a strong focus on trending AI technologies, including generative AI, AI agents, and the Model Context Protocol (MCP), Deepesh leverages his expertise in machine learning to design innovative, scalable, and secure solutions.

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Generative AI AWS Technical Review Artificial Inteligence 112

AWS Machine Learning - AI

MARCH 14, 2025

The architecture is complemented by essential supporting services, including AWS Key Management Service (AWS KMS) for security and Amazon CloudWatch for monitoring, creating a resilient, serverless container environment that alleviates the need to manage underlying infrastructure while maintaining robust security and high availability.

AWS 136

AWS Generative AI Linux Groups 136

Prisma Clud

NOVEMBER 22, 2024

Better Together — Palo Alto Networks and AWS By combining the power of advanced cloud security solutions by Palo Alto Networks and the scalable cloud infrastructure by AWS, organizations can confidently navigate the complexities of cloud security. virtual machines, containers, Kubernetes, serverless applications and open-source software).

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Dzone - DevOps

APRIL 6, 2023

The field of machine learning has advanced considerably in recent years, enabling us to tackle complex problems with greater ease and accuracy. However, the process of building and training machine learning models can be a daunting task, requiring significant investments of time, resources, and expertise.

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Serverless AWS Machine Learning Artificial Inteligence 97

Palo Alto Networks

OCTOBER 22, 2024

Organizations must understand that cloud security requires a different mindset and approach compared to traditional, on-premises security because cloud environments are fundamentally different in their architecture, scalability and shared responsibility model.

Cloud 105

Cloud Artificial Inteligence Software Review Systems Review 105

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.

Innovation 153

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AWS Machine Learning - AI

OCTOBER 31, 2024

Performance optimization The serverless architecture used in this post provides a scalable solution out of the box. He enjoys supporting customers in their digital transformation journey, using big data, machine learning, and generative AI to help solve their business challenges.

Generative AI 125

Generative AI Lambda Applications AWS 125

AWS Machine Learning - AI

JANUARY 29, 2025

Centralized model In a centralized operating model, all generative AI activities go through a central generative artificial intelligence and machine learning (AI/ML) team that provisions and manages end-to-end AI workflows, models, and data across the enterprise. Amazon Bedrock cost and usage will be recorded in each LOBs AWS accounts.

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Generative AI Organization Enterprise Artificial Inteligence 102

AWS Machine Learning - AI

MARCH 20, 2025

The Asure team was manually analyzing thousands of call transcripts to uncover themes and trends, a process that lacked scalability. Staying ahead in this competitive landscape demands agile, scalable, and intelligent solutions that can adapt to changing demands. and What are the most common issues and which agents dealt with them?

Generative AI 95

Generative AI Artificial Inteligence Metrics AWS 95

AWS Machine Learning - AI

APRIL 29, 2025

For knowledge retrieval, we use Amazon Bedrock Knowledge Bases , which integrates with Amazon Simple Storage Service (Amazon S3) for document storage, and Amazon OpenSearch Serverless for rapid and scalable search capabilities. About the authors Cassandre Vandeputte is a Solutions Architect for AWS Public Sector based in Brussels.

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Generative AI Weak Development Team AWS Artificial Inteligence 76

AWS Machine Learning - AI

OCTOBER 1, 2024

We explore how to build a fully serverless, voice-based contextual chatbot tailored for individuals who need it. The aim of this post is to provide a comprehensive understanding of how to build a voice-based, contextual chatbot that uses the latest advancements in AI and serverless computing. We discuss this later in the post.

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Serverless Artificial Inteligence AWS Software Review 93

AWS Machine Learning - AI

MARCH 7, 2025

During the solution design process, Verisk also considered using Amazon Bedrock Knowledge Bases because its purpose built for creating and storing embeddings within Amazon OpenSearch Serverless. In the future, Verisk intends to use the Amazon Titan Embeddings V2 model. The user can pick the two documents that they want to compare.

Generative AI 106

Generative AI Technical Review Insurance Policies 106

AWS Machine Learning - AI

AUGUST 5, 2024

Prerequisites To implement the solution provided in this post, you should have the following: An active AWS account and familiarity with FMs, Amazon Bedrock, and OpenSearch Serverless. He specializes in generative AI, machine learning, and system design. An S3 bucket where your documents are stored in a supported format (.txt,md,html,doc/docx,csv,xls/.xlsx,pdf).

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Knowledge Base AWS Generative AI Machine Learning 127

AWS Machine Learning - AI

MARCH 20, 2025

The solutions scalability and flexibility allow organizations to seamlessly integrate advanced AI capabilities into existing applications, databases, and third-party systems. We dont focus on defining these services in this post, but we do use them to show use cases for the new Amazon Bedrock features within SageMaker Unified Studio.

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Generative AI Systems Review System Lambda 119

AWS Machine Learning - AI

MARCH 13, 2025

Amazon Bedrocks broad choice of FMs from leading AI companies, along with its scalability and security features, made it an ideal solution for MaestroQA. Its serverless architecture allowed the team to rapidly prototype and refine their application without the burden of managing complex hardware infrastructure.

Generative AI 115

Generative AI CTO Coach AWS Artificial Inteligence 115

The Crazy Programmer

SEPTEMBER 25, 2023

It’s the serverless platform that will run a range of things with stronger attention on the front end. Even though Vercel mainly focuses on front-end applications, it has built-in support that will host serverless Node.js This is the serverless wrapper made on top of AWS. features in a free tier. services for free.

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AWS Machine Learning - AI

FEBRUARY 19, 2024

In this post, we illustrate contextually enhancing a chatbot by using Knowledge Bases for Amazon Bedrock , a fully managed serverless service. Knowledge Bases for Amazon Bedrock Knowledge Bases for Amazon Bedrock is a serverless option to build powerful conversational AI systems using RAG. Choose Next.

Knowledge Base 136

Knowledge Base Artificial Inteligence Applications Lambda 136

CTOvision

JUNE 21, 2019

Algorithmia’s serverless infrastructure is custom built to host scalable AI models and advanced algorithms. Add your code and Algorithmia automatically generates API pipelines for hassle-free deployment and maintenance-free scalability. Today more than 55,000 developers have access to a […].

Artificial Inteligence 67

Artificial Inteligence Machine Learning Serverless Scalability 67

AWS Machine Learning - AI

FEBRUARY 9, 2024

Because Amazon Bedrock is serverless, you don’t have to manage any infrastructure, and you can securely integrate and deploy generative AI capabilities into your applications using the AWS services you are already familiar with. For more information, refer to Building a Multi-Tenant SaaS Solution Using AWS Serverless Services.

Lambda 144

Lambda Generative AI AWS Microservices 144

Perficient

FEBRUARY 13, 2025

Unity Catalog plays a crucial role in machine learning and AI by providing centralized data governance and secure access to consistent, high-quality datasets, enabling data scientists to efficiently manage and access the data they need while ensuring compliance and data integrity throughout the model development lifecycle.

Government 64

Government Open Source Machine Learning Artificial Inteligence 64

AWS Machine Learning - AI

JULY 15, 2024

It offers flexible capacity options, ranging from serverless on one end to reserved provisioned instances for predictable long-term use on the other. S3, in turn, provides efficient, scalable, and secure storage for the media file objects themselves. She brings a breadth of expertise in Data Analytics and Machine Learning.

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Generative AI Artificial Inteligence AWS Technical Review 123

AWS Machine Learning - AI

FEBRUARY 29, 2024

Knowledge Bases is completely serverless, so you don’t need to manage any infrastructure, and when using Knowledge Bases, you’re only charged for the models, vector databases and storage you use. The OpenSearch Serverless collection. RAG is a popular technique that combines the use of private data with large language models (LLMs).

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Knowledge Base Artificial Inteligence Study AWS 138