Apiumhub

DECEMBER 9, 2024

Give each secret a clear name, as youll use these names to reference them in Synapse. Add a Linked Service to the pipeline that references the Key Vault. When setting up a linked service for these sources, reference the names of the secrets stored in Key Vault instead of hard-coding the credentials.

Azure 91

Azure Analytics Storage Machine Learning 91

AWS Machine Learning - AI

APRIL 23, 2024

As successful proof-of-concepts transition into production, organizations are increasingly in need of enterprise scalable solutions. For details on all the fields and providing configuration of various vector stores supported by Knowledge Bases for Amazon Bedrock, refer to AWS::Bedrock::KnowledgeBase.

Knowledge Base 126

Knowledge Base Scalability Applications Generative AI 126

AWS Machine Learning - AI

NOVEMBER 7, 2024

Shared components refer to the functionality and features shared by all tenants. API Gateway is serverless and hence automatically scales with traffic. The advantage of using Application Load Balancer is that it can seamlessly route the request to virtually any managed, serverless or self-hosted component and can also scale well.

Generative AI 113

Generative AI AWS Enterprise Artificial Inteligence 113

AWS Machine Learning - AI

MAY 1, 2025

For MCP implementation, you need a scalable infrastructure to host these servers and an infrastructure to host the large language model (LLM), which will perform actions with the tools implemented by the MCP server. We will deep dive into the MCP architecture later in this post.

Artificial Inteligence 117

Artificial Inteligence AWS Architecture Generative AI 117

AWS Machine Learning - AI

OCTOBER 31, 2024

If you don’t have an AWS account, refer to How do I create and activate a new Amazon Web Services account? If you don’t have an existing knowledge base, refer to Create an Amazon Bedrock knowledge base. Performance optimization The serverless architecture used in this post provides a scalable solution out of the box.

Generative AI 123

Generative AI Lambda Applications AWS 123

AWS Machine Learning - AI

JANUARY 29, 2025

Governance in the context of generative AI refers to the frameworks, policies, and processes that streamline the responsible development, deployment, and use of these technologies. For a comprehensive read about vector store and embeddings, you can refer to The role of vector databases in generative AI applications.

Generative AI 98

Generative AI Organization Enterprise Artificial Inteligence 98

AWS Machine Learning - AI

APRIL 30, 2025

Similarly, when an incident occurs in IT, the responding team must provide a precise, documented history for future reference and troubleshooting. In his current role, he partners with AWS customers to design and implement scalable, secure, and cost-effective solutions on the AWS platform. Anthropics Claude 3.5

Artificial Inteligence 99

Artificial Inteligence Technical Review Software Review Generative AI 99

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. Store embeddings into the Amazon OpenSearch Serverless as the search engine.

Serverless 135

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TechCrunch

JULY 13, 2022

DeltaStream provides a serverless streaming database to manage, secure and process data streams. “Serverless” refers to the way DeltaStream abstracts away infrastructure, allowing developers to interact with databases without having to think about servers.

Serverless 179

Serverless Systems Review Storage Technical Review 179

Xebia

MAY 21, 2024

Many companies across various industries prioritize modernization in the cloud for several reasons, such as greater agility, scalability, reliability, and cost efficiency, enabling them to innovate faster and stay competitive in today’s rapidly evolving digital landscape.

AWS 130

AWS Strategy Serverless Microservices 130

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. References: What is Intelligent Document Processing (IDP)? The following diagram illustrates the solution architecture.

Artificial Inteligence 67

Artificial Inteligence Open Source AWS Serverless 67

The Agile Monkey

DECEMBER 22, 2022

However, these tools may not be suitable for more complex data or situations requiring scalability and robust business logic. On the other hand, using serverless solutions from scratch can be time-consuming and require a lot of effort to set up and manage. You just want to move fast and only care about your business logic , right?

Scalability 98

Scalability AWS Authentication Open Source 98

AWS Machine Learning - AI

MARCH 20, 2025

Use the following AWS CloudFormation template , and refer to Create a stack from the CloudFormation console to launch the stack in your preferred AWS Region. The solutions scalability and flexibility allow organizations to seamlessly integrate advanced AI capabilities into existing applications, databases, and third-party systems.

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Generative AI Systems Review System Lambda 116

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.

Serverless 91

Serverless Artificial Inteligence AWS Software Review 91

Modus Create

MAY 15, 2023

When serverless architecture became all the rage a few years ago, we wondered whether it was just marketing hype. Was serverless really cloud 2.0 Serverless architecture’s popularity has risen over the past 5 years. While serverless brings immense benefits to businesses, it’s important not to rush into it.

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Serverless Lambda Architecture AWS 75

AWS Machine Learning - AI

NOVEMBER 7, 2024

The solution presented in this post takes approximately 15–30 minutes to deploy and consists of the following key components: Amazon OpenSearch Service Serverless maintains three indexes : the inventory index, the compatible parts index, and the owner manuals index.

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Lambda Enterprise Automotive Knowledge Base 129

Stackery

APRIL 1, 2020

While a serverless focus might be justified by improving the overall speed and efficiency of your development workflow, security needs to remain a core element at every step. But serverless design also involves a shift in thinking and the daunting challenge of leveraging the massive suite of AWS tools and services.

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Serverless AWS Architecture Infrastructure 71

Dzone - DevOps

FEBRUARY 14, 2024

Among the most notable trends gaining traction is serverless architecture , offering developers a paradigm shift in how they approach application development. In this article, we delve into the world of serverless architecture, exploring its key concepts, benefits, and implications for the future of software development.

Software Development 98

Software Development Software Development Serverless 98

Gorilla Logic

SEPTEMBER 16, 2021

In this article, we are going to compare the leading cloud providers of serverless computing frameworks so that you have enough intel to make a sound decision when choosing one over the others. Scalability, Limits, and Restrictions. Scalability: Lambda creates a new instance to process each new concurrent event. Azure Functions.

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Serverless Lambda Cloud Azure 70

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. Architecture The following diagram illustrates the solution architecture.

Generative AI 92

Generative AI Artificial Inteligence Metrics AWS 92

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.

Network 111

Network Artificial Inteligence Machine Learning Serverless 111

AWS Machine Learning - AI

OCTOBER 29, 2024

Observability refers to the ability to understand the internal state and behavior of a system by analyzing its outputs, logs, and metrics. Cost optimization – This solution uses serverless technologies, making it cost-effective for the observability infrastructure. However, some components may incur additional usage-based costs.

Generative AI 113

Generative AI Applications AWS Knowledge Base 113

Stackery

AUGUST 11, 2020

Serverless + JAMstack is where web app architectures are going. These are often referred to as static site generators, but I’m a fan of PayPal’s Jamund Ferguson rephrasing the term as static apps in the recent talk Bringing JAMstack to the Enterprise. Stackery is focused on helping developers leverage the power of AWS managed services.

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Serverless Lambda AWS Architecture 95

AWS Machine Learning - AI

OCTOBER 15, 2024

In the following sections, we walk you through constructing a scalable, serverless, end-to-end Public Speaking Mentor AI Assistant with Amazon Bedrock, Amazon Transcribe , and AWS Step Functions using provided sample code. Refer to Configure Amazon SNS to send messages for alerts to other destinations for more information.

Generative AI 123

Generative AI Virtualization Technical Advisors AWS 123

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 134

AWS Generative AI Linux Groups 134

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 details and specific model prices, refer to Amazon Bedrock Pricing.

Lambda 144

Lambda Generative AI AWS Microservices 144

AWS Machine Learning - AI

MARCH 5, 2025

Ground truth data in AI refers to data that is known to be factual, representing the expected use case outcome for the system being modeled. Document Section Targeting - Reference specific sections when the information location is relevant - Example: "In Section [X] of [Document Name], what are the steps for [specific process]?"

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Generative AI Systems Review Software Review Artificial Inteligence 76

AWS Machine Learning - AI

SEPTEMBER 26, 2024

This domain knowledge is traditionally captured in reference manuals, service bulletins, quality ticketing systems, engineering drawings, and more, but the quantity and complexity of documents is growing and takes time to learn. In RAG, these knowledge sources are often referred to as a knowledge base. Try it out!

Artificial Inteligence 117

Artificial Inteligence Generative AI Knowledge Base AWS 117

Prisma Clud

JUNE 6, 2024

More than 25% of all publicly accessible serverless functions have access to sensitive data , as seen in internal research. The question then becomes, Are cloud serverless functions exposing your data? Just need a quick reference? Security Considerations for AWS Lambda Functions AWS’ main serverless offering is Lambda functions.

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Serverless Cloud Data Azure 59

AWS Machine Learning - AI

DECEMBER 11, 2024

This enables sales teams to interact with our internal sales enablement collateral, including sales plays and first-call decks, as well as customer references, customer- and field-facing incentive programs, and content on the AWS website, including blog posts and service documentation.

AWS 109

AWS Generative AI Technical Review Artificial Inteligence 109

Xebia

MAY 14, 2024

In August 2021, I was accepted to test and provide feedback on what was referred to as ‘Azure Worker Apps’, another Azure service Microsoft was developing to run containers. One of the benefits of being part of the Microsoft MVP program is the access to private previews of services and features. Kubernetes Cluster).

Azure 130

Azure Microservices Serverless Software Review 130

AWS Machine Learning - AI

MAY 17, 2024

The evaluation test suite consists of hundreds of test product reviews, a reference response to the review, and a set of rules to evaluate the LLM response against the reference response. The second task then asks the LLM to compare the generated response to the reference response using the rules and generate an evaluation score.

Generative AI 137

Generative AI Artificial Inteligence Systems Review Software Review 137

AWS Machine Learning - AI

AUGUST 5, 2024

As we continue to add new episodes, we will want to use AI services to make the task of querying and searching for specific content more scalable without the need to manually add metadata for each episode. For instructions on transcribing with the AWS Management Console or AWS CLI, refer to the Amazon Transcribe Developer guide.

Knowledge Base 117

Knowledge Base Artificial Inteligence Programming AWS 117

CircleCI

MAY 27, 2022

Two of the most widely-used technologies to host these deployments are serverless functions and containers. In this comparison, we will look at some important differentiators between serverless computing and containers and outline some criteria you can use to decide which to use for your next project. What is serverless?

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Serverless Applications Technical Review Microservices 52

AWS Machine Learning - AI

JUNE 18, 2024

The objective is to automate data integration from various sensor manufacturers for Accra, Ghana, paving the way for scalability across West Africa. The solution had the following requirements: Cloud hosting – The solution must reside on the cloud, ensuring scalability and accessibility.

Generative AI 131

Generative AI Artificial Inteligence Technical Review AWS 131

AWS Machine Learning - AI

SEPTEMBER 17, 2024

Our solution uses an FSx for ONTAP file system as the source of unstructured data and continuously populates an Amazon OpenSearch Serverless vector database with the user’s existing files and folders and associated metadata. We use this data and ACLs to test permissions-based access to the embeddings in a RAG scenario with Amazon Bedrock.

Generative AI 95

Generative AI AWS Applications Serverless 95

AWS Machine Learning - AI

APRIL 11, 2024

The company is combining this expertise with the highly scalable, reliable, and secure AWS Cloud infrastructure to help customers run advanced graphics, machine learning, and generative AI workloads at an accelerated pace. For additional resources about the AWS and NVIDIA collaboration, refer to the AWS at NVIDIA GTC 2024 resource hub.

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