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. User authentication is handled by Amazon Cognito , making sure only authenticated user have access.

Generative AI 92

Generative AI Technical Review Software Review Systems Review 92

AWS Machine Learning - AI

FEBRUARY 9, 2024

There can be different user authentication and authorization mechanisms deployed in an organization. API Gateway routes the request to an AWS Lambda function ( bedrock_invoke_model ) that’s responsible for logging team usage information in Amazon CloudWatch and invoking the Amazon Bedrock model.

Lambda 136

Lambda Generative AI AWS Microservices 136

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.

AWS 117

AWS Lambda Performance Artificial Inteligence 117

AWS Machine Learning - AI

DECEMBER 4, 2024

SageMaker Unified Studio can authenticate you with your AWS Identity and Access Management (IAM) credentials, credentials from your identity provider through the AWS IAM Identity Center , or with your SAML credentials. For the Authentication method , select API Keys (Max.

Generative AI 94

Generative AI Applications Technical Review Software Review 94

AWS Machine Learning - AI

AUGUST 15, 2024

The solution is extensible, uses AWS AI and machine learning (ML) services, and integrates with multiple channels such as voice, web, and text (SMS). After authentication, Amazon API Gateway and Amazon S3 deliver the contents of the Content Designer UI. Amazon Lex forwards requests to the Bot Fulfillment Lambda function.

Artificial Inteligence 114

Artificial Inteligence Generative AI Knowledge Base Lambda 114

AWS Machine Learning - AI

JULY 2, 2024

The access ID associated with their authentication when the chat is initiated can be passed as a filter. To ensure that end-users can only chat with their data, metadata filters on user access tokens—such as those obtained through an authentication service—can enable secure access to their information.

Knowledge Base 114

Knowledge Base Artificial Inteligence Lambda Authentication 114

AWS Machine Learning - AI

FEBRUARY 6, 2024

The React application uses the Amplify authentication library to detect whether the user is authenticated. The WebSocket triggers an AWS Lambda function, which creates a record in Amazon DynamoDB. Another Lambda function gets triggered with a new message in the SQS queue. The response data is stored in DynamoDB.

Generative AI 114

Generative AI AWS Lambda Technical Review 114

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. API Gateway uses an Amazon Cognito authorizer to authenticate requests. The Step Functions workflow runs the following steps for each image: 5.1

AWS 128

AWS Lambda Generative AI Report 128

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.

Generative AI 98

Generative AI Lambda Applications AWS 98

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. This API layer is fronted by API Gateway, which allows the user to authenticate, monitor, and throttle the API request. The following diagram shows a high-level overview of the architecture.

Generative AI 108

Generative AI AWS 3D Video 108

AWS Machine Learning - AI

DECEMBER 22, 2023

Amazon Lex then invokes an AWS Lambda handler for user intent fulfillment. The Lambda function associated with the Amazon Lex chatbot contains the logic and business rules required to process the user’s intent. A Lambda layer for Amazon Bedrock Boto3, LangChain, and pdfrw libraries. create-stack.sh

Generative AI 110

Generative AI Lambda AWS Technical Review 110

Altexsoft

MAY 20, 2020

IoT Core is the heart of AWS IoT suite, which manages device authentication, connection and communication with AWS services and each other. Due to authentication and encryption provided at all points of connection, IoT Core and devices never exchange unverified data. Edge computing stack. eSim as a service. Google Cloud IoT Core.

IoT 141

IoT Azure AWS Transportation 141

AWS Machine Learning - AI

OCTOBER 14, 2024

The App authenticates the user with the Amazon Cognito service and issues an ID token and an access tokenID token has the user’s identity and custom attributes. For this example, we are providing hard-coded examples in the Lambda function and no DynamoDB was added to the example solution provided.

Generative AI 77

Generative AI Applications Lambda Policies 77

O'Reilly Media - Ideas

MAY 3, 2022

FOMO (Faster Objects, More Objects) is a machine learning model for object detection in real time that requires less than 200KB of memory. It’s part of the TinyML movement: machine learning for small embedded systems. This will be invaluable for anyone working on AI for virtual reality.

Artificial Inteligence 121

Artificial Inteligence Trends Energy Software Review 121

AWS Machine Learning - AI

SEPTEMBER 12, 2024

Architecture The solution uses Amazon API Gateway , AWS Lambda , Amazon RDS, Amazon Bedrock, and Anthropic Claude 3 Sonnet on Amazon Bedrock to implement the backend of the application. User authentication and authorization is done using Amazon Cognito. User authentication and authorization is done using Amazon Cognito.

Generative AI 116

Generative AI Healthcare Artificial Inteligence Insurance 116

AWS Machine Learning - AI

JULY 30, 2024

Deploy the Mediasearch Q Business finder component The Mediasearch finder uses Amazon Cognito to authenticate users to the solution. For an authenticated user to interact with an Amazon Q Business application, you must configure an IAM Identity Center customer managed application that either supports SAML 2.0 or OAuth 2.0.

Media 93

Media Lambda AWS Video 93

AWS Machine Learning - AI

NOVEMBER 30, 2023

Machine learning techniques can help you discover such images. “ The previous post discussed how you can use Amazon machine learning (ML) services to help you find the best images to be placed along an article or TV synopsis without typing in keywords. You submit an article or some text using the UI.

AWS 105

AWS Lambda Applications Machine Learning 105

CIO

MARCH 6, 2023

Then coupling with AWS’ strong authentication mechanisms, we can say with certainty that we have security and restrictions around who can access data.” To do so, the team leverages tools from AWS and Databricks, as well as custom Jupyter notebooks. The customer hovered for two seconds and didn’t click that type of data.

Artificial Inteligence 133

Artificial Inteligence Generative AI Storage AWS 133

AWS Machine Learning - AI

AUGUST 26, 2024

This includes sales collateral, customer engagements, external web data, machine learning (ML) insights, and more. Key components include asynchronous processing to manage response times, a multi-tiered approach to handling requests, and strategic use of services like AWS Lambda and Amazon DynamoDB.

Generative AI 111

Generative AI AWS Artificial Inteligence Technical Review 111

Linux Academy

NOVEMBER 6, 2019

AWS Certified Machine Learning – Specialty. Trigger an AWS Lambda Function from an S3 Event. Configuring Key-Based Authentication. Configure Directory and File Access and Add Basic Authentication. Setting Up Lambda Functions with S3 Event Triggers. Testing and Debugging Lambda Functions.

Google Cloud 16

Google Cloud Linux Azure AWS 16

O'Reilly Media - Ideas

AUGUST 2, 2022

Researchers have used reinforcement learning to build a robotic dog that learns to walk on its own in the real world (i.e., Princeton held a workshop on the reproducibility crisis that the use of machine learning is causing in science. AWS is offering some customers a free multi factor authentication (MFA) security key.

Artificial Inteligence 127

Artificial Inteligence Trends Open Source Machine Learning 127

Stackery

FEBRUARY 11, 2019

A Lambda isn’t an app by itself, heck, it can’t even communicate with the world outside of Amazon Web Services (AWS) by itself, so there must be more to a serverless app than that. Serverless applications have three components: Business logic: function (Lambda) that defines the business logic. Review: What’s a Lambda?

Serverless 53

Serverless Lambda AWS Software Review 53

Prisma Clud

OCTOBER 9, 2024

Figure 1: SageMaker attack vectors diagram As organizations increasingly rely on Amazon SageMaker for their machine learning (ML) needs, understanding and mitigating security risks becomes paramount. They handle user registration, authentication, account recovery, and more.

Lambda 52

Lambda AWS Artificial Inteligence Policies 52

AWS Machine Learning - AI

SEPTEMBER 17, 2024

Event-driven compute with AWS Lambda is a good fit for compute-intensive, on-demand tasks such as document embedding and flexible large language model (LLM) orchestration, and Amazon API Gateway provides an API interface that allows for pluggable frontends and event-driven invocation of the LLMs.

Generative AI 79

Generative AI AWS Applications Serverless 79

AWS Machine Learning - AI

OCTOBER 1, 2024

To deploy this architecture, we need managed compute that can host the web application, authentication mechanisms, and relevant permissions. It’s a user directory, an authentication server, and an authorization service for OAuth 2.0 However, Amazon Bedrock requires named user authentication. We discuss this later in the post.

Serverless 74

Serverless Artificial Inteligence AWS Software Review 74

Kaseya

MAY 13, 2021

AWS offers an array of dynamic services such as virtual private cloud (VPC), elastic compute cloud (EC2), simple storage service (S3), relational database service, AWS Lambda and more. Access to a Diverse Range of Tools. Easy Training and Certifications. Cost Efficiency. What Are the Disadvantages of Azure Cloud? Database Services.

Google Cloud 122

Google Cloud Azure AWS Cloud 122

Linux Academy

DECEMBER 4, 2019

Learn more here: [link]. AWS Compute Optimizer is a new machine learning-based recommendation service. This is a new API Gateway feature that will let you build cost-effective, high-performance RESTful APIs for serverless workloads using Lambda functions and other services with an HTTP endpoint. A WS Compute Optimizer.

AWS 12

AWS Windows Authentication Lambda 12

Stacks on Stacks

FEBRUARY 11, 2019

A Lambda isn’t an app by itself, heck, it can’t even communicate with the world outside of Amazon Web Services (AWS) by itself, so there must be more to a serverless app than that. Review: What’s a Lambda? But what are Lambdas again? Are Lambdas like containers? Fair enough, but what is is a serverless application?

Serverless 40

Serverless Lambda AWS Software Review 40

AWS Machine Learning - AI

AUGUST 27, 2024

The first data source is an employee onboarding guide from a fictitious company, which requires basic authentication. We demonstrate how to set up authentication for the Web Crawler. The following steps will be performed: Deploy an AWS CloudFormation template containing a static website secured with basic authentication.

Authentication 77

Authentication AWS Artificial Inteligence Groups 77

Netlify

OCTOBER 30, 2020

Think personalization, localized content, custom authentication and so much more. Fraud detection and email notification for logins to your account using new advanced machine learning tooling. Learn more. Two-factor authentication adds additional protection for your Netlify account. Learn more.

Lambda 52

Lambda Authentication Continuous Delivery Artificial Inteligence 52

Altexsoft

JUNE 1, 2020

Data lakes are repositories used to store massive amounts of data, typically for future analysis, big data processing, and machine learning. You will also learn what are the essential building blocks of a data lake architecture, and what cloud-based data lake options are available on AWS, Azure, and GCP. What Is a Data Lake?

Data 69

Data Cloud Azure Technical Review 69

Altexsoft

SEPTEMBER 28, 2021

machine learning , DevOps and system administration, automated-testing, software prototyping, and. was launched with tools for functional programming (lambda, map, filter, and reduce). At the same time, JS pales in comparison with Python regarding data analysis and machine learning tasks. many others.

Weak Development Team 94

Weak Development Team Programming Software Review Systems Review 94

Apiumhub

MARCH 12, 2024

Implementation: Using edge computing frameworks like AWS IoT Greengrass or Azure IoT Edge to deploy machine learning models directly on edge devices for real-time data analysis. Quantum Computing: A Paradigm Shift in Processing Power Quantum computing represents the next frontier in computational capability.

Trends 52

Trends Innovation Cloud Technical Review 52

AWS Machine Learning - AI

JANUARY 26, 2024

The goal of this post is to empower AI and machine learning (ML) engineers, data scientists, solutions architects, security teams, and other stakeholders to have a common mental model and framework to apply security best practices, allowing AI/ML teams to move fast without trading off security for speed.

Generative AI 132

Generative AI Artificial Inteligence Security Applications 132

O'Reilly Media - Ideas

JULY 6, 2021

How does machine learning work with language? Microsoft is stressing biometrics (which have their own problems) and multi-factor authentication. Authentication using gestures, hand shapes, and geometric deep learning ? Microsoft is working on eliminating passwords ! Other companies should take the hint.

Trends 134

Trends Open Source Machine Learning Artificial Inteligence 134

AWS Machine Learning - AI

NOVEMBER 18, 2024

Amazon Titan Image Generator G1 v2 Exclusive to Amazon Bedrock, the Amazon Titan models incorporate the 25 years of experience that Amazon has innovating with AI and machine learning (ML) across its business. The prompt and parameters are passed to Amazon Bedrock using an inference API called by the Lambda function.

Lambda 96

Lambda AWS Generative AI Artificial Inteligence 96

AWS Machine Learning - AI

OCTOBER 21, 2024

We use AWS Amplify , Amazon Cognito , Amazon API Gateway , AWS Lambda , and Amazon Bedrock with the Amazon Titan Image Generator G1 model to build an application to edit images using prompts. The architecture uses Amazon Cognito for user authentication and Amplify as the hosting environment for our frontend application.

Serverless 83

Serverless Applications Lambda AWS 83