AWS Machine Learning - AI

NOVEMBER 26, 2024

With this cache, developers can effectively save and access similar prompts, thereby enhancing their systems’ efficiency and response times. However, in a practical cache system, it’s crucial to refine the definition of similarity. In this architecture, examples of cache miss and hit are shown in red and green, respectively.

Artificial Inteligence 120

Artificial Inteligence Serverless Lambda Generative AI 120

LaunchDarkly

JUNE 5, 2019

Not only did TrueCar need to move their domain DNS entries, they also needed to revamp their entire architecture, software, and operational practices. To complicate issues, the legacy codebase and architecture had to remain in place while TrueCar built out a new platform for the transition. Lambda@Edge NodeJS goodness.

Lambda 72

Lambda AWS Software Engineering Engineering 72

Strategic Tech

JULY 21, 2020

Most organisations go through an architecture modernisation effort at some point as their systems drift into a state of intolerable maintenance costs and they diverge too far from modern technological advances. What architecture will be optimal for enabling that business vision? How are we going to deliver the new architecture?

Architecture 98

Architecture Technical Review Software Review Microservices 98

TechCrunch

MAY 3, 2022

The modern architecture of databases makes this complicated, with information potentially distributed across Kubernetes containers, Lambda, ECS and EC2 and more. “Our special sauce is in this distributed mesh network of agents,” Unlu said. “It makes us much more unique.”

Data 192

Data Artificial Inteligence Lambda Analytics 192

AWS Machine Learning - AI

FEBRUARY 19, 2024

One way to enable more contextual conversations is by linking the chatbot to internal knowledge bases and information systems. The popular architecture pattern of Retrieval Augmented Generation (RAG) is often used to augment user query context and responses. The following diagram illustrates the high-level RAG architecture.

Knowledge Base 125

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AWS Machine Learning - AI

MARCH 7, 2024

The following diagram provides a simplified view of the solution architecture and highlights the key elements. The DynamoDB update triggers an AWS Lambda function, which starts a Step Functions workflow. The Step Functions workflow invokes a Lambda function to generate a status report. height – The height of the image in pixels.

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AWS Machine Learning - AI

APRIL 24, 2024

With AWS generative AI services like Amazon Bedrock , developers can create systems that expertly manage and respond to user requests. An AI assistant is an intelligent system that understands natural language queries and interacts with various tools, data sources, and APIs to perform tasks or retrieve information on behalf of the user.

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Artificial Inteligence Lambda Knowledge Base IoT 134

AWS Machine Learning - AI

MAY 17, 2024

This involves building a human-in-the-loop process where humans play an active role in decision making alongside the AI system. For most reviews, the system auto-generates a reply using an LLM. However, if the review or LLM-generated response contains uncertainty around toxicity or tone, the system flags it for a human reviewer.

Generative AI 134

Generative AI Artificial Inteligence Systems Review Software Review 134

AWS Machine Learning - AI

MAY 30, 2024

In this post, we describe how CBRE partnered with AWS Prototyping to develop a custom query environment allowing natural language query (NLQ) prompts by using Amazon Bedrock, AWS Lambda , Amazon Relational Database Service (Amazon RDS), and Amazon OpenSearch Service. A Lambda function with business logic invokes the primary Lambda function.

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AWS Machine Learning - AI

FEBRUARY 11, 2025

Amazon Q Business , a new generative AI-powered assistant, can answer questions, provide summaries, generate content, and securely complete tasks based on data and information in an enterprises systems. The following diagram illustrates an example architecture for ingesting data through an endpoint interfacing with a large corpus.

Knowledge Base 92

Knowledge Base Lambda Enterprise AWS 92

Xebia

APRIL 20, 2023

The magic happens through a combination of Serverless, user input, a CloudFront distribution, a Lambda function, and the OpenAI API. The Lambda function is a Python script that incorporates the Xebia mission, vision, and values, as well as each leader’s personality and speaking style. personality}. Stay in character.

Artificial Inteligence 130

Artificial Inteligence Artificial Intelligence Leadership Lambda 130

AWS Machine Learning - AI

APRIL 11, 2024

Categorizing documents is an important first step in IDP systems. As new document templates and types emerge in business workflows, you can simply invoke the Amazon Bedrock API to dynamically vectorize them and append to their IDP systems to rapidly enhance document classification capabilities.

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Artificial Inteligence Lambda AWS Machine Learning 129

Sunflower Lab

APRIL 12, 2018

Benefits of microservices architecture and business value it delivers to organizations planning to embrace enterprise agility through automated processes. The microservice architecture helps to reduce development complexity. There are several other benefits of using microservices architecture. Architecture is goal-oriented.

Microservices 68

Microservices Architecture Lambda AWS 68

Xebia

MAY 21, 2024

This involves updating existing systems to take advantage of modern cloud-native architectures, technologies, and best practices, which always follow the six Pillars of AWS Well Architecture Framework: Operational Excellence, Security, Reliability, Performance Efficiency, Cost Optimization, and Sustainability.

AWS 130

AWS Strategy Serverless Microservices 130

Xebia

JANUARY 19, 2023

With this practical book, you’ll learn how to plan and build systems to serve your organization’s and customers’ needs by evaluating the best technologies available through the framework of the data engineering lifecycle. The data engineer is also expected to create agile data architectures that evolve as new trends emerge.

Data Engineering 130

Data Engineering Engineering Data Technical Review 130

AWS Machine Learning - AI

JULY 3, 2024

The system is built upon Amazon Bedrock and leverages LLM capabilities to generate curated medical content for disease awareness. For this reason, our system has been augmented with additional guardrails for fact-checking and rules evaluation. Amazon Lambda : to run the backend code, which encompasses the generative logic.

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Artificial Inteligence Generative AI Lambda Healthcare 127

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. Finally I mention Lambda’s limited, but not trivial, vertical scaling capability.

Lambda 52

Lambda Software Review AWS Serverless 52

AWS Machine Learning - AI

JULY 3, 2024

The steps could be AWS Lambda functions that generate prompts, parse foundation models’ output, or send email reminders using Amazon SES. Overview of solution Figure 1: Solution architecture As shown in Figure 1, the workflow starts from the Amazon API Gateway , then goes through different steps in the Step Functions state machine.

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AWS Artificial Inteligence Generative AI Lambda 136

AWS Machine Learning - AI

NOVEMBER 19, 2024

Solution overview This section outlines the architecture designed for an email support system using generative AI. High Level System Design The solution consists of the following components: Email service – This component manages incoming and outgoing customer emails, serving as the primary interface for email communications.

Knowledge Base 102

Knowledge Base Generative AI Technical Review AWS 102

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. But that wasn’t enough.

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Serverless Azure AWS Architecture 68

Honeycomb

MARCH 5, 2024

In this post, I describe how to send OpenTelemetry (OTel) data from an AWS Lambda instance to Honeycomb. I will be showing these steps using a Lambda written in Python and created and deployed using AWS Serverless Application Model (AWS SAM). Add OTel and Honeycomb environment variables to your template configuration for your Lambda.

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Lambda AWS Data Serverless 52

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 123

Technical Review Software Review Systems Review Generative AI 123

Mike Roberts

NOVEMBER 1, 2017

Error Handling This is Part 7 of Learning Lambda, a tutorial series about engineering using AWS Lambda. Welcome to Part 7 of Learning Lambda! Classes of error When using AWS Lambda there are several different classes of error that can occur. To see the other articles in this series please visit the series home page.

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Lambda Software Review AWS Metrics 52

AWS Machine Learning - AI

MAY 14, 2024

In this post, we introduce a solution for integrating a “near-real-time human workflow” where humans are prompted by the generative AI system to take action when a situation or issue arises. We provide LangChain and AWS SDK code-snippets, architecture and discussions to guide you on this important topic.

Generative AI 116

Generative AI Artificial Inteligence AWS Applications 116

AWS Machine Learning - AI

NOVEMBER 27, 2024

Custom orchestrator overview Implemented by users as an AWS Lambda function, the Amazon Bedrock Agents custom orchestrator offers granular control over task planning, completion, and verification. States are passed in the request schema from Amazon Bedrock Agents to the customer orchestrator handled through the Lambda function.

Lambda 108

Lambda Generative AI AWS Knowledge Base 108

The Crazy Programmer

AUGUST 26, 2019

It uses Microsoft’s TypeScript language which has many advantages like type declarations, type checking, object-oriented features and the benefits of ES6 like iterators and lambdas. Pros: TypeScript (TS) improves the code quality and efficiency using the OOPS (Object-Oriented Programming System) concept. It’s a mobile-oriented.

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MVC Lambda Mobile Architecture 66

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 108

Generative AI Video Engineering Artificial Inteligence 108

Mike Roberts

NOVEMBER 14, 2017

Cold Starts This is Part 8 of Learning Lambda, a tutorial series about engineering using AWS Lambda. In this installment of Learning Lambda I discuss Cold Starts. In this installment of Learning Lambda I discuss Cold Starts. Way back in Part 3 I talked about the lifecycle of a Lambda function.

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Lambda Software Review AWS Systems Review 52

Perficient

MAY 30, 2023

In this technical blog post, we will explore the limitations of Databricks regarding synchronous updates, introduce the pattern of “Simulating Synchronous Operations with Asynchronous Code,” and compare it with the widely adopted event-driven architecture. The events are then published to a message broker or event bus.

Software Review 59

Software Review Systems Review System Lambda 59

AWS Machine Learning - AI

DECEMBER 22, 2023

This solution is intended to act as a launchpad for developers to create their own personalized conversational agents for various applications, such as virtual workers and customer support systems. Solution architecture The following diagram illustrates the solution architecture. ConversationTable – Stores conversation history.

Generative AI 122

Generative AI Lambda AWS Technical Review 122

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 110

Generative AI AWS Artificial Inteligence Enterprise 110

AWS Machine Learning - AI

NOVEMBER 26, 2024

Amazon Bedrock Agents plans and runs multistep tasks using company systems and data sources—from answering customer questions about your product availability to taking their orders. These actions can be implemented in the cloud using AWS Lambda , or you can use local business logic with return of control.

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Lambda Virtualization AWS Generative AI 102

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. This post provided an overview of the GenASL architecture and implementation details.

Generative AI 118

Generative AI AWS 3D Video 118

Dzone - DevOps

OCTOBER 6, 2023

Cloud-native application development in AWS often requires complex, layered architecture with synchronous and asynchronous interactions between multiple components, e.g., API Gateway, Microservices, Serverless Functions, and system of record integration.

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AWS Performance Applications Cloud 92

AWS Machine Learning - AI

NOVEMBER 1, 2024

This feature uses system-defined inference profiles (predefined by Amazon Bedrock), which configure different model Amazon Resource Names (ARNs) from various Regions and unify them under a single model identifier (both model ID and ARN). There are two primary approaches to obtain the appropriate inference profile ARN.

Generative AI 139

Generative AI AWS Artificial Inteligence Budget 139

AWS Machine Learning - AI

FEBRUARY 8, 2024

System integration – Agents make API calls to integrated company systems to run specific actions. The following diagram illustrates the solution architecture. Each action group can specify one or more API paths, whose business logic is run through the AWS Lambda function associated with the action group.

Knowledge Base 139

Knowledge Base Insurance Lambda AWS 139

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. Burak is still a research affiliate in MIT.

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