AWS Machine Learning - AI

APRIL 24, 2024

This post assesses two primary approaches for developing AI assistants: using managed services such as Agents for Amazon Bedrock , and employing open source technologies like LangChain. For direct device actions like start, stop, or reboot, we use the action-on-device action group, which invokes a Lambda function.

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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.

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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 9, 2024

API gateways can provide loose coupling between model consumers and the model endpoint service, and flexibility to adapt to changing model, architectures, and invocation methods. In this post, we show you how to build an internal SaaS layer to access foundation models with Amazon Bedrock in a multi-tenant (team) architecture.

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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. It is an open-source, JavaScript-based, best framework for web app development. Image Source. Angular. AngularJS.

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Erik Bernhardsson

NOVEMBER 30, 2021

Slightly larger companies like Uber, Netflix, and Airbnb have a history of teams leaving to commercialize internal tools (often through the intermediate step of open sourcing it). This isn't exactly a new idea—Heroku launched in 2007, and AWS Lambda in 2014. Maybe owning the lowest layer isn't so bad?

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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.

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AWS Machine Learning - AI

DECEMBER 22, 2023

Amazon Lex supplies the natural language understanding (NLU) and natural language processing (NLP) interface for the open source LangChain conversational agent embedded within an AWS Amplify website. Solution architecture The following diagram illustrates the solution architecture.

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Perficient

FEBRUARY 17, 2025

React : A JavaScript library developed by Facebook for building fast and scalable user interfaces using a component-based architecture. Technologies : Node.js : A JavaScript runtime that allows developers to build fast, scalable server-side applications using a non-blocking, event-driven architecture.

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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.

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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.

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AWS Machine Learning - AI

MAY 7, 2024

Hugging Face is an open-source machine learning (ML) platform that provides tools and resources for the development of AI projects. Every time a new recording is uploaded to this folder, an AWS Lambda Transcribe function is invoked and initiates an Amazon Transcribe job that converts the meeting recording into text.

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Mentormate

MAY 12, 2020

The true power of the service is that you commit to compute resources (Amazon EC2, AWS Fargate, and AWS Lambda), and not to a specific EC2 instance type of family. As MentorMate is designated as an AWS Lambda Delivery Partner, we can help you build a well-architected serverless solution. Rearchitecting. Relational Databases.

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Netlify

MARCH 10, 2020

But what Redwood brings to the table is its choice of a new generation of open source technologies that have independently proven themselves as standalone tools. VM => Lambda functions. I’ll paraphrase Sid Sijbrandij (CEO of GitLab): This feels like Rails for the JavaScript age. Moving from: REST => GraphQL.

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AWS Machine Learning - AI

OCTOBER 23, 2024

Prerequisites To implement this solution, you need the following: An AWS account with permissions to create resources in Amazon Bedrock, Amazon Lex, Amazon Connect, and AWS Lambda. Amazon API Gateway routes the incoming message to the inbound message handler, executed on AWS Lambda.

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Xebia

AUGUST 29, 2023

Integration with AWS Services: AWS Batch seamlessly integrates with other AWS services, such as Amazon S3, AWS Lambda, and Amazon DynamoDB. AWS ParallelCluster AWS ParallelCluster is an open-source cluster management tool that simplifies the creation and management of high-performance computing (HPC) clusters.

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Linux Academy

JUNE 4, 2019

The Serverless Framework is an open-source project that replaces traditional platforms (hardware, operating systems) with a platform that can run in a cloud environment. Lambda : FaaS. What is serverless framework? Why use it? and then they handle scaling up or down based on the set of parameters you came up with.

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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.

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AWS Machine Learning - AI

SEPTEMBER 24, 2024

It’s a fully serverless architecture that uses Amazon OpenSearch Serverless , which can run petabyte-scale workloads, without you having to manage the underlying infrastructure. The following diagram illustrates the solution architecture. Everything you need is also provided as open source in our GitHub repo.

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AWS Machine Learning - AI

SEPTEMBER 20, 2024

If required, the agent invokes one of two Lambda functions to perform a web search: SerpAPI for up-to-date events or Tavily AI for web research-heavy questions. The Lambda function retrieves the API secrets securely from Secrets Manager, calls the appropriate search API, and processes the results.

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CircleCI

NOVEMBER 7, 2022

The Serverless framework is an open-source framework written in Node.js that simplifies the development and deployment of AWS Lambda functions. Using event-based architecture, you can mock the events to add test cases and assert the expected behaviour based on the event received. Lambda function. Creating a Node.js

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Stacks on Stacks

NOVEMBER 29, 2018

Lambda layers and runtime API are two new feature of AWS Lambda which open up fun possibilities for customizing the Lambda runtime and enable decreased duplication of code across Lambda functions. Layers is aimed at a common pain point teams hit as the number of Lambdas in their application grows.

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Mike Roberts

MAY 22, 2018

I started writing “ Serverless Architectures ” in May 2016. I was a little restricted in my thinking the first time around and I’ve come to see FaaS as something not quite stateless, since caching state in a Lambda instance that might stick around for 5 hours is a perfectly reasonable idea. I thought a few folks might be interested.

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Serverless Architecture Lambda Microservices 40

Mike Roberts

MAY 22, 2018

I started writing “ Serverless Architectures ” in May 2016. I was a little restricted in my thinking the first time around and I’ve come to see FaaS as something not quite stateless, since caching state in a Lambda instance that might stick around for 5 hours is a perfectly reasonable idea. I thought a few folks might be interested.

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Serverless Architecture Lambda Microservices 40

Stackery

MAY 22, 2019

Serverless architecture has coined some new terms and, more confusingly, re-used a few older terms with new meanings. Where we instantiate a configuration of cloud services to deploy our app’s architecture for a development environment. Functions/Serverless Functions/Lambdas. This glossary will clarify some of them.

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Netlify

MAY 17, 2021

Headless Commerce Summit is a free half-day, virtual event for web development leaders interested in learning about the Jamstack web architecture, including headless e-commerce platforms, headless content management systems, APIs and modern development workflows. About Headless Commerce Summit 2021. What’s headless commerce?

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Stackery

AUGUST 14, 2019

This is great news for development teams excited by the prospect of building and modernizing applications using AWS Lambda, DyanmoDB, Kinesis, API Gateway, Fargate, and the rest of the growing menu of serverless capabilities. The main initial draw to using Stackery was how its visualization helped us to reason about serverless architectures.

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AWS Machine Learning - AI

MARCH 20, 2025

Moreover, Amazon Bedrock offers integration with other AWS services like Amazon SageMaker , which streamlines the deployment process, and its scalable architecture makes sure the solution can adapt to increasing call volumes effortlessly. This is powered by the web app portion of the architecture diagram (provided in the next section).

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AWS Machine Learning - AI

JUNE 21, 2024

Solution overview eSentire customers expect rigorous security and privacy controls for their sensitive data, which requires an architecture that doesn’t share data with external large language model (LLM) providers. The following diagram visualizes the architecture diagram and workflow.

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AWS Machine Learning - AI

DECEMBER 6, 2023

Then we introduce you to a more versatile architecture that overcomes these limitations. We also present a more versatile architecture that overcomes these limitations. In practice, we implemented this solution as outlined in the following detailed architecture. Parse the JSON output and validate the LLM extraction.

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AWS Machine Learning - AI

JULY 30, 2024

We are excited to introduce Mediasearch Q Business, an open source solution powered by Amazon Q Business and Amazon Transcribe. The Mediasearch solution has an event-driven serverless computing architecture with the following steps: You provide an S3 bucket containing the audio and video files you want to index and search.

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Tamnoon

MARCH 17, 2025

Serverless architecture accelerates development and reduces infrastructure management, but it also introduces security blind spots that traditional tools often fail to detect. AWS Lambda, API Gateway, and DynamoDB have revolutionized application development, eliminating infrastructure concerns and creating new security challenges.

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Apiumhub

SEPTEMBER 10, 2023

In a serverless architecture, our cloud provider spins up new instances of a server whenever a request is received. Of course, it is just an arguably questionable choice of a word: there still are servers under the hood, but these are no longer created, scaled, or maintained by us, the developers. Indeed, every request gets its own server.

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Stackery

FEBRUARY 28, 2019

The reality is, despite Lambdas running on a highly managed OS layer, that layer still exists and can be manipulated. To put it another way, to be comprehensible and usable to developers of existing web apps, Lambdas need to have the normal abilities of a program running on an OS. How much damage could you possibly do? This is good!

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Prisma Clud

AUGUST 8, 2024

Reports include: Details of the attack Sequence of the attack Architecture diagram Resource metadata List of controls to evaluate The tool offers visual representations of attack chains and vulnerabilities, making it easier for security teams to understand and communicate findings. Let’s briefly explore its core components and architecture.

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ParkMyCloud

AUGUST 6, 2020

This public dedication to open-source technology gave Kubernetes instant nerd bonus points, and it being used internally at one of the largest software companies in the world made it the hot new thing. So, do you need Kubernetes? You’re (Probably) Not Google.

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Palo Alto Networks

APRIL 28, 2020

Open Policy Agent (OPA) Integration. Open Policy Agent is an open source, general-purpose policy engine that unifies policy enforcement across the cloud native stack. Serverless Security: Auto-Protect for AWS Lambda Functions. With this release, we support: NET Core 2.1. Python 2.7, Defender Auto-Upgrade.

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