Lambda, Machine Learning and Serverless

Create a generative AI–powered custom Google Chat application using Amazon Bedrock

AWS Machine Learning - AI

OCTOBER 31, 2024

Before processing the request, a Lambda authorizer function associated with the API Gateway authenticates the incoming message. After it’s authenticated, the request is forwarded to another Lambda function that contains our core application logic. in the GitHub repository you cloned to your local machine during deployment.

Generative AI

Generative AI Lambda Applications AWS

Build a video insights and summarization engine using generative AI with Amazon Bedrock

AWS Machine Learning - AI

OCTOBER 29, 2024

This engine uses artificial intelligence (AI) and machine learning (ML) services and generative AI on AWS to extract transcripts, produce a summary, and provide a sentiment for the call. Organizations typically can’t predict their call patterns, so the solution relies on AWS serverless services to scale during busy times.

Generative AI

Generative AI Video Engineering Artificial Inteligence

How to Deploy Machine Learning Models on AWS Lambda Using Docker

Dzone - DevOps

FEBRUARY 5, 2023

Welcome to our tutorial on deploying a machine learning (ML) model on Amazon Web Services (AWS) Lambda using Docker. In this tutorial, we will walk you through the process of packaging an ML model as a Docker container and deploying it on AWS Lambda, a serverless computing service. So, let’s get started!

Artificial Inteligence

Artificial Inteligence Machine Learning Lambda AWS

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Build a multi-tenant generative AI environment for your enterprise on AWS

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. API Gateway is serverless and hence automatically scales with traffic. It’s serverless so you don’t have to manage the infrastructure. This implementation overcomes timeout limitations in synchronous REST requests.

Generative AI

Generative AI AWS Artificial Inteligence Enterprise

Multi-LLM routing strategies for generative AI applications on AWS

AWS Machine Learning - AI

APRIL 9, 2025

With the Amazon Bedrock serverless experience, 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. When API Gateway receives the request, it triggers a Lambda function. Anthropics Claude 3.5

Artificial Inteligence

Artificial Inteligence Generative AI AWS Applications

Enhance customer support with Amazon Bedrock Agents by integrating enterprise data APIs

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.

Lambda

Lambda Enterprise Automotive Knowledge Base

Amazon Q Business simplifies integration of enterprise knowledge bases at scale

AWS Machine Learning - AI

FEBRUARY 11, 2025

Step Functions orchestrates AWS services like AWS Lambda and organization APIs like DataStore to ingest, process, and store data securely. The workflow includes the following steps: The Prepare Map Input Lambda function prepares the required input for the Map state. An EventBridge rule invokes the Rectify & Notify Lambda function.

Knowledge Base

Knowledge Base Lambda Enterprise AWS

Fargate vs. Lambda: The Battle of the Future

Dzone - DevOps

MARCH 17, 2023

Fargate vs. Lambda has recently been a trending topic in the serverless space. Fargate and Lambda are two popular serverless computing options available within the AWS ecosystem. This blog aims to take a deeper look into the Fargate vs. This blog aims to take a deeper look into the Fargate vs. Lambda battle.

Lambda

Lambda Serverless AWS Microservices

Empower your generative AI application with a comprehensive custom observability solution

AWS Machine Learning - AI

OCTOBER 29, 2024

Cost optimization – This solution uses serverless technologies, making it cost-effective for the observability infrastructure. The CloudFormation template provisions resources such as Amazon Data Firehose delivery streams, AWS Lambda functions, Amazon S3 buckets, and AWS Glue crawlers and databases.

Generative AI

Generative AI Applications AWS Knowledge Base

Revolutionize trip planning with Amazon Bedrock and Amazon Location Service

AWS Machine Learning - AI

NOVEMBER 14, 2024

If an image is uploaded, it is stored in Amazon Simple Storage Service (Amazon S3) , and a custom AWS Lambda function will use a machine learning model deployed on Amazon SageMaker to analyze the image to extract a list of place names and the similarity score of each place name.

Artificial Inteligence

Artificial Inteligence Generative AI Travel AWS

Create generative AI agents that interact with your companies’ systems in a few clicks using Amazon Bedrock in Amazon SageMaker Unified Studio

AWS Machine Learning - AI

MARCH 20, 2025

Lets look at an example solution for implementing a customer management agent: An agentic chat can be built with Amazon Bedrock chat applications, and integrated with functions that can be quickly built with other AWS services such as AWS Lambda and Amazon API Gateway. The agent has the capability to: Provide a brief customer overview.

Generative AI

Generative AI Systems Review System Lambda

Serverless Image Generation Application Using Generative AI on AWS

Dzone - DevOps

NOVEMBER 3, 2023

But text-to-image conversion typically involves deploying an end-to-end machine learning solution, which is quite resource-intensive. What if this capability was an API call away, thereby making the process simpler and more accessible for developers?

Serverless

Serverless AWS Generative AI Applications

Boost productivity by using AI in cloud operational health management

AWS Machine Learning - AI

OCTOBER 11, 2024

The solution is designed to be fully serverless on AWS and can be deployed as infrastructure as code (IaC) by usingf the AWS Cloud Development Kit (AWS CDK). It can be extended to incorporate additional types of operational events—from AWS or non-AWS sources—by following an event-driven architecture (EDA) approach.

Cloud

Cloud AWS Serverless Policies

Innovative data integration in 2024: Pioneering the future of data integration

CIO

MAY 8, 2024

Of late, innovative data integration tools are revolutionising how organisations approach data management, unlocking new opportunities for growth, efficiency, and strategic decision-making by leveraging technical advancements in Artificial Intelligence, Machine Learning, and Natural Language Processing. billion by 2025.

Innovation

Innovation Artificial Inteligence Data Serverless

Accelerate AWS Well-Architected reviews with Generative AI

AWS Machine Learning - AI

MARCH 4, 2025

Scalable architecture Uses AWS services like AWS Lambda and Amazon Simple Queue Service (Amazon SQS) for efficient processing of multiple reviews. Using Amazon Bedrock Knowledge Base, the sample solution ingests these documents and generates embeddings, which are then stored and indexed in Amazon OpenSearch Serverless.

Generative AI

Generative AI Technical Review Software Review Systems Review

Automate emails for task management using Amazon Bedrock Agents, Amazon Bedrock Knowledge Bases, and Amazon Bedrock Guardrails

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. The workflow includes the following steps: Amazon WorkMail manages incoming and outgoing customer emails.

Knowledge Base

Knowledge Base Generative AI Technical Review Lambda

Build an internal SaaS service with cost and usage tracking for foundation models on Amazon Bedrock

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. To learn more about PrivateLink, see Use AWS PrivateLink to set up private access to Amazon Bedrock.

Lambda

Lambda Generative AI AWS Microservices

Build a contextual chatbot application using Knowledge Bases for Amazon Bedrock

AWS Machine Learning - AI

FEBRUARY 19, 2024

In this post, we illustrate contextually enhancing a chatbot by using Knowledge Bases for Amazon Bedrock , a fully managed serverless service. Knowledge Bases for Amazon Bedrock Knowledge Bases for Amazon Bedrock is a serverless option to build powerful conversational AI systems using RAG. Navigate to the lambdalayer folder.

Knowledge Base

Knowledge Base Artificial Inteligence Applications Lambda

Building Generative AI prompt chaining workflows with human in the loop

AWS Machine Learning - AI

MAY 17, 2024

Like all AI, generative AI works by using machine learning models—very large models that are pretrained on vast amounts of data called foundation models (FMs). It invokes an AWS Lambda function with a token and waits for the token. The Lambda function builds an email message along with the link to an Amazon API Gateway URL.

Generative AI

Generative AI Artificial Inteligence Systems Review Software Review

Transform one-on-one customer interactions: Build speech-capable order processing agents with AWS and generative AI

AWS Machine Learning - AI

MARCH 15, 2024

In this post, we show you how to build a speech-capable order processing agent using Amazon Lex, Amazon Bedrock, and AWS Lambda. A Lambda function pulls the appropriate prompt template from the Lambda layer and formats model prompts by adding the customer input in the associated prompt template. awscli>=1.29.57

Generative AI

Generative AI Lambda AWS Artificial Inteligence

9 Best Free Node.js Hosting 2023

The Crazy Programmer

SEPTEMBER 25, 2023

Try Render Vercel Earlier known as Zeit, the Vercel app acts as the top layer of AWS Lambda which will make running your applications easy. It’s the serverless platform that will run a range of things with stronger attention on the front end. This is the serverless wrapper made on top of AWS. features in a free tier.

Serverless

Serverless AWS Google Cloud Azure

Build your multilingual personal calendar assistant with Amazon Bedrock and AWS Step Functions

AWS Machine Learning - AI

JULY 3, 2024

AWS Step Functions is a visual workflow service that helps developers build distributed applications, automate processes, orchestrate microservices, and create data and machine learning (ML) pipelines. Both Amazon Bedrock and Step Functions are serverless, so you don’t need to think about managing and scaling the infrastructure.

AWS

AWS Artificial Inteligence Generative AI Lambda

Incorporate offline and online human – machine workflows into your generative AI applications on AWS

AWS Machine Learning - AI

MAY 14, 2024

An important aspect of developing effective generative AI application is Reinforcement Learning from Human Feedback (RLHF). RLHF is a technique that combines rewards and comparisons, with human feedback to pre-train or fine-tune a machine learning (ML) model. Here, we use the on-demand option. More information can be found here.

Generative AI

Generative AI Artificial Inteligence AWS Applications

The Anatomy of a Serverless App

Stackery

FEBRUARY 11, 2019

Serverless has, for the last year or so, felt like an easy term to define: code run in a highly managed environment with (almost) no configuration of the underlying computer layer done by your team. Fair enough, but what is is a serverless application? Review: What’s a Lambda? But what are Lambdas again?

Serverless

Serverless Lambda AWS Software Review

Build a serverless voice-based contextual chatbot for people with disabilities using Amazon Bedrock

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

Serverless Artificial Inteligence AWS Software Review

AWS Re:Invent — New and Improved AWS Services

Mentormate

JANUARY 7, 2021

Below is a review of the main announcements that impact compute, database, storage, networking, machine learning, and development. As an AWS Advanced Consulting partner , MentorMate embraces continuous learning as much as AWS does. 1ms Billing Granularity Adds Cost Savings to AWS Lambda. Serverless fans rejoice!

AWS

AWS Lambda Software Review Serverless

Revolutionize logo design creation with Amazon Bedrock: Embracing generative art, dynamic logos, and AI collaboration

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. This API will be used to invoke the Lambda function.

Lambda

Lambda AWS Generative AI Resources

Automating product description generation with Amazon Bedrock

AWS Machine Learning - AI

NOVEMBER 24, 2023

AWS Lambda – AWS Lambda provides serverless compute for processing. Amazon API Gateway passes the request to AWS Lambda through a proxy integration. When operating on product image inputs, AWS Lambda calls Amazon Rekognition to detect objects in the image. This could be any database of your choice.

eCommerce

eCommerce Generative AI Lambda AWS

120+ live online training courses opened for January and February

O'Reilly Media - Ideas

DECEMBER 5, 2018

Get hands-on training in Kubernetes, machine learning, blockchain, Python, management, and many other topics. Learn new topics and refine your skills with more than 120 new live online training courses we opened up for January and February on our online learning platform. Artificial intelligence and machine learning.

Course

Course Artificial Inteligence Training Blockchain

CBRE and AWS perform natural language queries of structured data using Amazon Bedrock

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. The Lambda wrapper function searches for similar questions in OpenSearch Service.

AWS

AWS Lambda Performance Artificial Inteligence

Ground truth generation and review best practices for evaluating generative AI question-answering with FMEval

AWS Machine Learning - AI

MARCH 5, 2025

Scaling ground truth generation with a pipeline To automate ground truth generation, we provide a serverless batch pipeline architecture, shown in the following figure. Delete Incorrect Ground Truth Update Source Data Document Other use case specific actions Traditional machine learning applications can also inform the HITL process design.

Generative AI

Generative AI Systems Review Artificial Inteligence Software Review

How Mixbook used generative AI to offer personalized photo book experiences

AWS Machine Learning - AI

JULY 15, 2024

It offers flexible capacity options, ranging from serverless on one end to reserved provisioned instances for predictable long-term use on the other. The inference pipeline is powered by an AWS Lambda -based multi-step architecture, which maximizes cost-efficiency and elasticity by running independent image analysis steps in parallel.

Generative AI

Generative AI Artificial Inteligence AWS Technical Review

Create your fashion assistant application using Amazon Titan models and Amazon Bedrock Agents

AWS Machine Learning - AI

OCTOBER 4, 2024

We use the Titan Multimodal Embeddings model to embed each product image and store them in Amazon OpenSearch Serverless for future retrieval. Alex Newton is a Data Scientist at the AWS Generative AI Innovation Center, helping customers solve complex problems with generative AI and machine learning.

Fashion

Fashion Generative AI Applications AWS

Build generative AI applications quickly with Amazon Bedrock IDE in Amazon SageMaker Unified Studio

AWS Machine Learning - AI

DECEMBER 4, 2024

This includes setting up Amazon API Gateway , AWS Lambda functions, and Amazon Athena to enable querying the structured sales data. Select OpenSearch Serverless as your vector store. Prerequisites Before creating your application in Amazon Bedrock IDE, you’ll need to set up a few resources in your AWS account.

Generative AI

Generative AI Applications Technical Review Software Review

9 trends to watch in systems engineering and operations

O'Reilly Media - Ideas

JANUARY 22, 2019

From artificial intelligence to serverless to Kubernetes, here’s what on our radar. This practice incorporates machine learning in order to make sense of data and keep engineers informed about both patterns and problems so they can address them swiftly. Knative vs. AWS Lambda vs. Microsoft Azure Functions vs. Google Cloud.

Systems Review

Systems Review Trends Engineering System

170+ live online training courses opened for March and April

O'Reilly Media - Ideas

FEBRUARY 6, 2019

Get hands-on training in machine learning, microservices, blockchain, Python, Java, and many other topics. Learn new topics and refine your skills with more than 170 new live online training courses we opened up for March and April on the O'Reilly online learning platform. AI and machine learning.

Artificial Inteligence

Artificial Inteligence Course Training Artificial Intelligence

Asure’s approach to enhancing their call center experience using generative AI and Amazon Q in Quicksight

AWS Machine Learning - AI

MARCH 20, 2025

Amazon Bedrock offers fine-tuning capabilities that allow you to customize these pre-trained models using proprietary call transcript data, facilitating high accuracy and relevance without the need for extensive machine learning (ML) expertise. Yasmine Rodriguez Wakim is the Chief Technology Officer at Asure Software.

Generative AI

Generative AI Artificial Inteligence Metrics AWS

GenASL: Generative AI-powered American Sign Language avatars

AWS Machine Learning - AI

AUGUST 26, 2024

The solution uses AWS AI and machine learning (AI/ML) services, including Amazon Transcribe , Amazon SageMaker , Amazon Bedrock , and FMs. Step Functions supports direct optimized integration with Amazon Bedrock, so we don’t need to have a Lambda function in the middle to create the ASL gloss.

Generative AI

Generative AI AWS 3D Video

Create a next generation chat assistant with Amazon Bedrock, Amazon Connect, Amazon Lex, LangChain, and WhatsApp

AWS Machine Learning - AI

OCTOBER 23, 2024

The solution’s scalability quickly accommodates growing data volumes and user queries thanks to AWS serverless offerings. 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.

Lambda

Lambda Knowledge Base Generative AI AWS

eSentire delivers private and secure generative AI interactions to customers with Amazon SageMaker

AWS Machine Learning - AI

JUNE 21, 2024

This system uses AWS Lambda and Amazon DynamoDB to orchestrate a series of LLM invocations. Amazon Bedrock offers a practical environment for benchmarking and a cost-effective solution for managing workloads due to its serverless operation. He focuses on advancing cybersecurity with expertise in machine learning and data engineering.

Artificial Inteligence

Artificial Inteligence Generative AI AWS Serverless

Automate the process to change image backgrounds using Amazon Bedrock and AWS Step Functions

AWS Machine Learning - AI

MARCH 7, 2024

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. Image processing workflow When the DynamoDB table is updated, DynamoDB Streams triggers a Lambda function to start a new Step Functions workflow.

AWS

AWS Lambda Generative AI Report

Automate the insurance claim lifecycle using Agents and Knowledge Bases for Amazon Bedrock

AWS Machine Learning - AI

FEBRUARY 8, 2024

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. Agents and Knowledge Bases for Amazon Bedrock are designed to build upon these resources, using Lambda-delivered business logic and customer data repositories stored in Amazon S3.

Knowledge Base

Knowledge Base Insurance Lambda AWS

Orchestrate generative AI workflows with Amazon Bedrock and AWS Step Functions

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. sync) pattern, which automatically waits for the completion of asynchronous jobs.

Generative AI

Generative AI AWS Technical Review Backup

How Vidmob is using generative AI to transform its creative data landscape

AWS Machine Learning - AI

SEPTEMBER 6, 2024

Solution overview The AWS team worked with Vidmob to build a serverless architecture for handling incoming questions from customers. Dynamo DB stores the query and the session ID, which is then passed to a Lambda function as a DynamoDB event notification.

Generative AI

Generative AI Artificial Inteligence Data AWS

Create a generative AI–powered custom Google Chat application using Amazon Bedrock

Build a video insights and summarization engine using generative AI with Amazon Bedrock

Webinars

Trending Sources

How to Deploy Machine Learning Models on AWS Lambda Using Docker

Webinars

Build a multi-tenant generative AI environment for your enterprise on AWS

Multi-LLM routing strategies for generative AI applications on AWS

Enhance customer support with Amazon Bedrock Agents by integrating enterprise data APIs

Amazon Q Business simplifies integration of enterprise knowledge bases at scale

Fargate vs. Lambda: The Battle of the Future

Empower your generative AI application with a comprehensive custom observability solution

Revolutionize trip planning with Amazon Bedrock and Amazon Location Service

Create generative AI agents that interact with your companies’ systems in a few clicks using Amazon Bedrock in Amazon SageMaker Unified Studio

Serverless Image Generation Application Using Generative AI on AWS

Boost productivity by using AI in cloud operational health management

Innovative data integration in 2024: Pioneering the future of data integration

Accelerate AWS Well-Architected reviews with Generative AI

Automate emails for task management using Amazon Bedrock Agents, Amazon Bedrock Knowledge Bases, and Amazon Bedrock Guardrails

Build an internal SaaS service with cost and usage tracking for foundation models on Amazon Bedrock

Build a contextual chatbot application using Knowledge Bases for Amazon Bedrock

Building Generative AI prompt chaining workflows with human in the loop

Transform one-on-one customer interactions: Build speech-capable order processing agents with AWS and generative AI

9 Best Free Node.js Hosting 2023

Build your multilingual personal calendar assistant with Amazon Bedrock and AWS Step Functions

Incorporate offline and online human – machine workflows into your generative AI applications on AWS

The Anatomy of a Serverless App

Build a serverless voice-based contextual chatbot for people with disabilities using Amazon Bedrock

AWS Re:Invent — New and Improved AWS Services

Revolutionize logo design creation with Amazon Bedrock: Embracing generative art, dynamic logos, and AI collaboration

Automating product description generation with Amazon Bedrock

120+ live online training courses opened for January and February

CBRE and AWS perform natural language queries of structured data using Amazon Bedrock

Ground truth generation and review best practices for evaluating generative AI question-answering with FMEval

How Mixbook used generative AI to offer personalized photo book experiences

Create your fashion assistant application using Amazon Titan models and Amazon Bedrock Agents

Build generative AI applications quickly with Amazon Bedrock IDE in Amazon SageMaker Unified Studio

9 trends to watch in systems engineering and operations

170+ live online training courses opened for March and April

Asure’s approach to enhancing their call center experience using generative AI and Amazon Q in Quicksight

GenASL: Generative AI-powered American Sign Language avatars

Create a next generation chat assistant with Amazon Bedrock, Amazon Connect, Amazon Lex, LangChain, and WhatsApp

eSentire delivers private and secure generative AI interactions to customers with Amazon SageMaker

Automate the process to change image backgrounds using Amazon Bedrock and AWS Step Functions

Automate the insurance claim lifecycle using Agents and Knowledge Bases for Amazon Bedrock

Orchestrate generative AI workflows with Amazon Bedrock and AWS Step Functions

How Vidmob is using generative AI to transform its creative data landscape

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