AWS Machine Learning - AI

NOVEMBER 26, 2024

In this architecture, examples of cache miss and hit are shown in red and green, respectively. The Lambda function, acting as the cache manager, prompts an LLM for a new generation due to a lack of cache hits given the similarity threshold. The new generation is then sent to the client and used to update the vector database.

Artificial Inteligence 121

Artificial Inteligence Serverless Lambda Generative AI 121

AWS Machine Learning - AI

FEBRUARY 6, 2024

The following diagram illustrates the solution architecture. The application uses the Amplify libraries for Amazon Simple Storage Service (Amazon S3) and uploads documents provided by users to Amazon S3. Amazon SQS enables a fault-tolerant decoupled architecture. It captures the message ID returned by Amazon SQS.

Generative AI 122

Generative AI AWS Lambda Technical Review 122

AWS Machine Learning - AI

OCTOBER 29, 2024

To address this consideration and enhance your use of batch inference, we’ve developed a scalable solution using AWS Lambda and Amazon DynamoDB. We walk you through our solution, detailing the core logic of the Lambda functions. Amazon S3 invokes the {stack_name}-create-batch-queue-{AWS-Region} Lambda function.

Scalability 114

Scalability Lambda Generative AI AWS 114

AWS Machine Learning - AI

MARCH 7, 2024

The following diagram provides a simplified view of the solution architecture and highlights the key elements. The workflow consists of the following steps: A user uploads multiple images into an Amazon Simple Storage Service (Amazon S3) bucket via a Streamlit web application. Invokes the Amazon Bedrock InvokeModel API action.

AWS 131

AWS Lambda Generative AI Report 131

CIO

NOVEMBER 2, 2023

After being in cloud and leveraging it better, we are able to manage compute and storage better ourselves,” said the CIO, who notes that vendors are not cutting costs on licenses or capacity but are offering more guidance and tools. He went with cloud provider Wasabi for those storage needs. “We

Cloud 211

Cloud Strategy Data Center Generative AI 211

RapidValue

JANUARY 5, 2020

One such service is their serverless computing service , AWS Lambda. For the uninitiated, Lambda is an event-driven serverless computing platform that lets you run code without managing or provisioning servers and involves zero administration. How does AWS Lambda Work. Why use AWS Lambda? Read on to know. zip or jar.

Lambda 61

Lambda Serverless AWS Architecture 61

AWS Machine Learning - AI

OCTOBER 29, 2024

We walk through the key components and services needed to build the end-to-end architecture, offering example code snippets and explanations for each critical element that help achieve the core functionality. You can invoke Lambda functions from over 200 AWS services and software-as-a-service (SaaS) applications.

Generative AI 107

Generative AI Video Engineering Artificial Inteligence 107

AWS Machine Learning - AI

AUGUST 21, 2024

The following reference architecture illustrates what an automated review analysis solution could look like. The architecture carries out the following steps: Customer reviews can be imported into an Amazon Simple Storage Service (Amazon S3) bucket as JSON objects. Review Lambda quotas and function timeout to create batches.

Technical Review 124

Technical Review Software Review Systems Review Generative AI 124

AWS Machine Learning - AI

SEPTEMBER 18, 2024

Integrating it with the range of AWS serverless computing, networking, and content delivery services like AWS Lambda , Amazon API Gateway , and AWS Amplify facilitates the creation of an interactive tool to generate dynamic, responsive, and adaptive logos. Solution overview The following diagram illustrates the solution architecture.

Lambda 126

Lambda Generative AI AWS Resources 126

Mike Roberts

NOVEMBER 16, 2017

Scaling and State This is Part 9 of Learning Lambda, a tutorial series about engineering using AWS Lambda. So far in this series we’ve only been talking about processing a small number of events with Lambda, one after the other. Lambda will horizontally scale precisely when we need it to a massive extent.

Lambda 52

Lambda Software Review AWS Serverless 52

Dzone - DevOps

MAY 1, 2023

This was not only about rewriting applications, but the backend data stores were also redesigned in terms of dynamic scalability , high performance, and flexibility for event-driven architecture.

Serverless 94

Serverless Lambda Data AWS 94

AWS Machine Learning - AI

APRIL 24, 2024

This is done using ReAct prompting, which breaks down the task into a series of steps that are processed sequentially: For device metrics checks, we use the check-device-metrics action group, which involves an API call to Lambda functions that then query Amazon Athena for the requested data. It serves as the data source to the knowledge base.

Artificial Inteligence 125

Artificial Inteligence Lambda Knowledge Base IoT 125

Dzone - DevOps

FEBRUARY 10, 2023

One of the teams I recently supported was using Amazon ElasticCache for Redis as a storage/caching layer for their primary workload. Initial Architecture The team built a REST-based service by using API Gateway, AWS Lambda, and Amazon ElastiCache for Redis. In this article, I will share some of the lessons learned.

Lambda 97

Lambda AWS Storage Architecture 97

Xebia

JANUARY 19, 2023

The data engineer is also expected to create agile data architectures that evolve as new trends emerge. Building architectures that optimize performance and cost at a high level is no longer enough. The best data engineers view their responsibilities through business and technical lenses.

Data Engineering 130

Data Engineering Engineering Data Technical Review 130

AWS Machine Learning - AI

FEBRUARY 19, 2024

The popular architecture pattern of Retrieval Augmented Generation (RAG) is often used to augment user query context and responses. Internally, Amazon Bedrock uses embeddings stored in a vector database to augment user query context at runtime and enable a managed RAG architecture solution. Navigate to the lambdalayer folder.

Knowledge Base 112

Knowledge Base Artificial Inteligence Applications Lambda 112

Altexsoft

DECEMBER 28, 2018

According to the RightScale 2018 State of the Cloud report, serverless architecture penetration rate increased to 75 percent. Aware of what serverless means, you probably know that the market of cloudless architecture providers is no longer limited to major vendors such as AWS Lambda or Azure Functions. AWS Lambda.

Serverless 68

Serverless Azure AWS Architecture 68

AWS Machine Learning - AI

NOVEMBER 18, 2024

It exposes an API endpoint through Amazon API Gateway that proxies the initial prompt request to a Python-based AWS Lambda function, which calls Amazon Bedrock twice. The prompt and parameters are passed to Amazon Bedrock using an inference API called by the Lambda function. The following diagram illustrates the flow of events.

Lambda 103

Lambda AWS Generative AI Artificial Inteligence 103

AWS Machine Learning - AI

MAY 14, 2024

We provide LangChain and AWS SDK code-snippets, architecture and discussions to guide you on this important topic. The following diagram illustrates the solution architecture and workflow. Pre-annotation Lambda function The process starts with an AWS Lambda function. Here, we use the on-demand option.

Generative AI 111

Generative AI Artificial Inteligence AWS Applications 111

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

Generative AI 119

Generative AI Lambda AWS Technical Review 119

AWS Machine Learning - AI

JULY 15, 2024

The raw photos are stored in Amazon Simple Storage Service (Amazon S3). Aurora MySQL serves as the primary relational data storage solution for tracking and recording media file upload sessions and their accompanying metadata. S3, in turn, provides efficient, scalable, and secure storage for the media file objects themselves.

Generative AI 119

Generative AI Artificial Inteligence AWS Technical Review 119

AWS Machine Learning - AI

NOVEMBER 26, 2024

These actions can be implemented in the cloud using AWS Lambda , or you can use local business logic with return of control. As part of the agent, we configure action groups consisting of Lambda functions, which gives the agent the ability to perform various actions. The following diagram illustrates the solution architecture.

Lambda 94

Lambda Virtualization AWS Generative AI 94

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 also bring your own customized models and deploy them to Amazon Bedrock for supported architectures. Alternatively, you can use AWS Lambda and implement your own logic, or use open source tools such as fmeval.

Generative AI 108

Generative AI AWS Artificial Inteligence Enterprise 108

AWS Machine Learning - AI

FEBRUARY 8, 2024

The following diagram illustrates the solution architecture. Action groups are a set of APIs and corresponding business logic, whose OpenAPI schema is defined as JSON files stored in Amazon Simple Storage Service (Amazon S3). The workflow consists of the following steps: Users provide natural language inputs to the agent.

Knowledge Base 134

Knowledge Base Insurance Lambda AWS 134

AWS Machine Learning - AI

AUGUST 26, 2024

In this post, we dive into the architecture and implementation details of GenASL, which uses AWS generative AI capabilities to create human-like ASL avatar videos. The following diagram shows a high-level overview of the architecture. Users upload audio, video, or text to the S3 bucket using the AWS SDK through the web app.

Generative AI 117

Generative AI AWS 3D Video 117

CloudGeometry

FEBRUARY 7, 2022

Behind the curtain, selling essentially the same software to different users and companies, again and again, relies on a distinct product architecture: secure multi-tenancy. Tenant isolation is the keystone of the SaaS architecture, holding it all together and keeping it up and running. Let’s take a closer look.

Architecture 130

Architecture Policies Resources Construction 130

AWS Machine Learning - AI

APRIL 11, 2024

The following architecture diagram illustrates how you can use the Amazon Titan Multimodal Embeddings model with documents in an Amazon Simple Storage Service (Amazon S3) bucket for image gallery creation. An Amazon S3 object notification event invokes the embedding AWS Lambda function.

Artificial Inteligence 118

Artificial Inteligence Lambda AWS Machine Learning 118

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. Amazon Translate : for content translation.

Artificial Inteligence 121

Artificial Inteligence Generative AI Lambda Healthcare 121

AWS Machine Learning - AI

JULY 2, 2024

The following diagram illustrates the solution architecture. Figure 1: Solution architecture The workflow for the solution is as follows: The doctor interacts with the Streamlit frontend, which serves as the application interface. The request includes the doctor’s ID, a list of patient IDs to filter by, and the text query.

Knowledge Base 121

Knowledge Base Artificial Inteligence Lambda Authentication 121

Honeycomb

MAY 23, 2022

The work done by software we ourselves develop was both the easiest to move – because we control the build, and so could re-compile for the Arm architecture – and the highest-impact, as it makes up the bulk of our compute spend. Instances[]' | jq -cs '.[] | {arch: Architecture, type: InstanceType, tags: (.Tags//[])|from_entries|{name:

AWS 88

AWS Lambda Architecture Testing 88

AWS Machine Learning - AI

NOVEMBER 19, 2024

Solution overview This section outlines the architecture designed for an email support system using generative AI. The following diagram provides a detailed view of the architecture to enhance email support using generative AI. The workflow includes the following steps: Amazon WorkMail manages incoming and outgoing customer emails.

Knowledge Base 94

Knowledge Base Generative AI Technical Review Lambda 94

Xebia

AUGUST 29, 2023

Key features of AWS Batch Efficient Resource Management: AWS Batch automatically provisions the required resources, such as compute instances and storage, based on job requirements. Integration with AWS Services: AWS Batch seamlessly integrates with other AWS services, such as Amazon S3, AWS Lambda, and Amazon DynamoDB.

AWS 147

AWS Performance Storage Linux 147

AWS Machine Learning - AI

MAY 15, 2024

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. Next, we present the solution architecture and process flows for machine learning (ML) model building, deployment, and inferencing.

Generative AI 122

Generative AI Artificial Inteligence Advertising Technical Review 122

Mike Roberts

NOVEMBER 16, 2017

Scaling and State This is Part 9 of Learning Lambda, a tutorial series about engineering using AWS Lambda. So far in this series we’ve only been talking about processing a small number of events with Lambda, one after the other. Lambda will horizontally scale precisely when we need it to a massive extent.

Lambda 40

Lambda Software Review AWS Serverless 40

AWS Machine Learning - AI

OCTOBER 15, 2024

Overview of solution Before we dive deep into the deployment, let’s walk through the key steps of the architecture that will be established, as shown in Figure 1. An AWS account with the appropriate IAM permissions to create Amazon Bedrock agents and knowledge bases, Lambda functions, and IAM roles. Access to Amazon Bedrock models.

Lambda 91

Lambda Knowledge Base AWS Generative AI 91

AWS Machine Learning - AI

NOVEMBER 24, 2023

The system architecture comprises several core components: UI portal – This is the user interface (UI) designed for vendors to upload product images. AWS Lambda – AWS Lambda provides serverless compute for processing. Note that in this solution, all of the storage is in the UI. This could be any database of your choice.

Generative AI 113

Generative AI eCommerce Lambda AWS 113

RapidValue

OCTOBER 12, 2020

In an effort to avoid the pitfalls that come with monolithic applications, Microservices aim to break your architecture into loosely-coupled components (or, services) that are easier to update independently, improve, scale and manage. Key Features of Microservices Architecture. Microservices Architecture on AWS.

Microservices 53

Microservices AWS Architecture Applications 53

Confluent

FEBRUARY 27, 2019

Given that it is at a relatively early stage, developers are still trying to grok the best approach for each cloud vendor and often face the following question: Should I go cloud native with AWS Lambda, GCP functions, etc., What is more, as the world adopts the event-driven streaming architecture, how does it fit with serverless?

Serverless 109

Serverless Lambda AWS Systems Review 109