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. Haiku model to receive answers to an array of questions because it’s a performant, fast, and cost-effective option.

Generative AI 84

Generative AI AWS Technical Review Backup 84

Xebia

AUGUST 29, 2023

How does High-Performance Computing on AWS differ from regular computing? For this HPC will bring massive parallel computing, cluster and workload managers and high-performance components to the table. Each job references a job definition. Today’s server hardware is powerful enough to execute most compute tasks.

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AWS Performance Storage Linux 147

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 89

Azure Analytics Storage Artificial Inteligence 89

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. On the Agents page, you’ll notice a new agent called car-parts-agent.

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Lambda Enterprise Automotive Knowledge Base 122

AWS Machine Learning - AI

NOVEMBER 22, 2023

In addition, customers are looking for choices to select the most performant and cost-effective machine learning (ML) model and the ability to perform necessary customization (fine-tuning) to fit their business use cases. For an in-depth understanding, refer to the LangChain documentation. An OpenSearch Serverless collection.

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Artificial Inteligence Serverless Engineering Machine Learning 114

AWS Machine Learning - AI

MARCH 4, 2025

Using Amazon Bedrock Knowledge Base, the sample solution ingests these documents and generates embeddings, which are then stored and indexed in Amazon OpenSearch Serverless. The assessment is also stored in an Amazon DynamoDB table for quick retrieval and future reference. These documents form the foundation of the RAG architecture.

Generative AI 89

Generative AI Technical Review Software Review Systems Review 89

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. .”

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Serverless Systems Review Storage Technical Review 179

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.

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Generative AI Applications AWS Knowledge Base 105

Palo Alto Networks

MARCH 4, 2020

The term serverless typically describes an application operating model where infrastructure is completely abstracted away. Since the release of Lambda by Amazon Web Services (AWS), the term serverless has evolved from referring to function-as-a-service (FaaS) offerings. Why Is Serverless Security Different?

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Serverless Applications Cloud Lambda 14

Stackery

MAY 22, 2019

With Serverless, it’s not the technology that’s hard, it’s understanding the language of a new culture and operational model. Serverless architecture has coined some new terms and, more confusingly, re-used a few older terms with new meanings. This glossary will clarify some of them. We call it Cloudlocal, try it for yourself.

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Serverless Lambda AWS Resources 74

TechCrunch

MARCH 9, 2021

“We think Capsule’s value will lie in its exceptional user experience, quality, performance, ease of use and high quality engineering that draws on advanced technologies such as TIC and IPFS without saddling bloat,” he says. Kobeissi’s original concept for Capsule, meanwhile, was to create self-hosting microservices.

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Media Social Blockchain USP 246

AWS Machine Learning - AI

MAY 30, 2024

Because Amazon Bedrock is serverless, you don’t have to manage infrastructure, and you can securely integrate and deploy generative AI capabilities into your applications using the AWS services you are already familiar with. CBRE, in parallel, completed UAT testing to confirm it performed as expected.

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AWS Lambda Performance Artificial Inteligence 123

Stackery

FEBRUARY 5, 2020

However, in the past few years we have witnessed some recurring deployment errors while helping customers on their serverless journeys, so I thought I’d share them and their solutions in hopes of making them a little less common?—or brokenApi : Type : AWS::Serverless::Api. workingApi : Type : AWS::Serverless::Api.

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Serverless AWS How To Resources 98

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 82

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. These benchmarks are essential for tracking performance drift over time and for statistically comparing multiple assistants in accomplishing the same task.

Generative AI 72

Generative AI Systems Review Artificial Inteligence Software Review 72

Xebia

MAY 21, 2024

Modernizing on AWS refers to migrating and transforming traditional applications, workloads, and infrastructure to leverage the benefits of cloud computing and AWS services. Adoption of Cloud-Native Technologies: Companies embrace cloud-native technologies such as containers, serverless computing, and microservices architecture.

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AWS Strategy Serverless Microservices 130

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

AWS Machine Learning - AI

APRIL 23, 2024

Here are some features which we will cover: AWS CloudFormation support Private network policies for Amazon OpenSearch Serverless Multiple S3 buckets as data sources Service Quotas support Hybrid search, metadata filters, custom prompts for the RetreiveAndGenerate API, and maximum number of retrievals.

Knowledge Base 121

Knowledge Base Scalability Applications Generative AI 121

AWS Machine Learning - AI

MARCH 3, 2025

Overview of Pixtral 12B Pixtral 12B, Mistrals inaugural VLM, delivers robust performance across a range of benchmarks, surpassing other open models and rivaling larger counterparts, according to Mistrals evaluation. Mistral developed a novel architecture for Pixtral 12B, optimized for both computational efficiency and performance.

Insurance 82

Insurance AWS eCommerce Software Review 82

AWS Machine Learning - AI

NOVEMBER 19, 2024

Amazon Bedrock offers a serverless experience so you can get started quickly, privately customize FMs with your own data, and integrate and deploy them into your applications using AWS tools without having to manage infrastructure. Monitoring – Monitors system performance and user activity to maintain operational reliability and efficiency.

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Knowledge Base Generative AI Technical Review AWS 95

AWS Machine Learning - AI

MARCH 14, 2025

This capability enables Anthropics Claude models to identify whats on a screen, understand the context of UI elements, and recognize actions that should be performed such as clicking buttons, typing text, scrolling, and navigating between applications. The following diagram illustrates the solution architecture.

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AWS Generative AI Linux Groups 104

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.

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Generative AI Organization Enterprise Artificial Inteligence 81

AWS Machine Learning - AI

JANUARY 22, 2025

To address this challenge, we recently enabled customers to perform free text searches on the event management page, allowing new users to run queries with minimal product knowledge. This was accomplished by using foundation models (FMs) to transform natural language into structured queries that are compatible with our products GraphQL API.

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Network Artificial Inteligence Machine Learning Serverless 105

ParkMyCloud

MAY 7, 2019

Curious why serverless is so popular – and why it won’t replace traditional servers in the cloud? Today we’ll take a look at what serverless computing is good for, and what it can’t replace. Today we’ll take a look at what serverless computing is good for, and what it can’t replace. Understanding Serverless.

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Serverless Lambda Google Cloud Azure 58

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. Prompt chaining is performed with Amazon Bedrock for these prompts. See AWS CDK bootstrapping for more details.

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Generative AI Virtualization Technical Advisors AWS 118

AWS Machine Learning - AI

MARCH 20, 2025

The Lambda function performs the actions by calling the JIRA API or database with the required parameters provided from the agent. 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. List recent customer interactions.

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Generative AI Systems Review System Lambda 101

Stackery

DECEMBER 6, 2019

But after two days of discussing serverless development and AWS tooling with the many awesome folks who have visited the Stackery booth (plus the primer I attended on day one) I was actually feeling pretty limber for the marathon that was “Serverless SaaS Deep Dive: Building Serverless on AWS”. Serverless for SaaS.

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AWS Machine Learning - AI

MARCH 10, 2025

During training, researchers showed how DeepSeek-R1-Zero naturally learns to solve tasks with more thinking time, which leads to a boost in performance. For context, several state-of-the-art models (including thinking models) perform poorly on the benchmark (see the results table in this full paper ). 288 3334 271 3063 80.0%

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Artificial Inteligence .Net Generative AI Budget 80

DevOps.com

FEBRUARY 8, 2023

Serverless in production refers to the deployment and use of serverless architecture in a live, production environment. In this context, serverless refers to a cloud computing paradigm where the cloud provider manages the infrastructure and allocates resources as needed to run and scale applications and services.

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Serverless DevOps Architecture Infrastructure 52

Gorilla Logic

SEPTEMBER 5, 2019

In this Fn Project tutorial, you will learn the basic features of Fn Project by creating a serverless cloud and installing it on your own infrastructure. This will illustrate some of the most useful concepts of Fn Project and help you get familiarized with this lightweight and simple serverless platform. . What is Serverless? .

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Serverless Cloud Software Review Azure 12

AWS Machine Learning - AI

FEBRUARY 9, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon via a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

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Lambda Generative AI AWS Microservices 142

AWS Machine Learning - AI

MAY 13, 2024

This is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading artificial intelligence (AI) companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon through a single API. It’s serverless, so you don’t have to manage any infrastructure.

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Generative AI Artificial Inteligence Report Healthcare 126

O'Reilly Media - Data

JUNE 12, 2018

Some even refer to these uses of a blockchain as enterprise resource planning (ERP) 2.0. Fundamentally, a smart contract can be created with nothing more than a microservice with a trigger event, otherwise known as function-as-a-service (FaaS) or a serverless model. A blockchain provides an immutable store of facts.

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Blockchain Disaster Recovery Fashion Enterprise 199

AWS Machine Learning - AI

MAY 17, 2024

They’re capable of performing a wide variety of general tasks with a high degree of accuracy based on input prompts. While LLMs are good at following instructions in the prompt, as a task gets complex, they’re known to drop tasks or perform a task not at the desired accuracy. Visit Serverless Land for more Step Functions workflows.

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Generative AI Artificial Inteligence Systems Review Software Review 131

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!

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Artificial Inteligence Generative AI Knowledge Base AWS 102

AWS Machine Learning - AI

MAY 21, 2024

Storm serves as the front end for Nova, our serverless content management system (CMS). The first use case is to use automation to minimize the repetitive manual tasks that journalists perform as part of the digital publishing process. These applications are a focus point for our generative AI efforts.

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Generative AI Artificial Inteligence AWS Advertising 129

AWS Machine Learning - AI

FEBRUARY 11, 2025

Boosting performance When working with your specific dataset in Amazon Q Business, you can use relevance tuning to enhance the performance and accuracy of search results. For information about deploying the Amazon Q Business application with sample boosting and guardrails, refer to the GitHub repo.

Knowledge Base 85

Knowledge Base Lambda Enterprise AWS 85