AWS Machine Learning - AI

NOVEMBER 13, 2024

The solution also uses Amazon Cognito user pools and identity pools for managing authentication and authorization of users, Amazon API Gateway REST APIs, AWS Lambda functions, and an Amazon Simple Storage Service (Amazon S3) bucket. To launch the solution in a different Region, change the aws_region parameter accordingly.

Generative AI 132

Generative AI AWS Lambda Authentication 132

AWS Machine Learning - AI

JANUARY 13, 2025

The primary purpose of this proof of concept was to test and validate the proposed technologies, demonstrating their viability and potential for streamlining BQAs reporting and data management processes. The text summarization Lambda function is invoked by this new queue containing the extracted text.

Education 112

Education Report Technical Review Generative AI 112

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. The generative AI playground is a UI provided to tenants where they can run their one-time experiments, chat with several FMs, and manually test capabilities such as guardrails or model evaluation for exploration purposes.

Generative AI 113

Generative AI AWS Enterprise Artificial Inteligence 113

AWS Machine Learning - AI

MARCH 18, 2025

Providing recommendations for follow-up assessments, diagnostic tests, or specialist consultations. Data consolidation The transcribed patient reports are consolidated into a structured database, enabling efficient storage, retrieval, and analysis. The audio is converted into text, providing accurate and verbatim transcripts.

Artificial Inteligence 113

Artificial Inteligence Technical Review Healthcare Systems Review 113

AWS Machine Learning - AI

APRIL 30, 2025

After those steps are complete, the workflow consists of the following steps: Users upload supporting documents that provide audit evidence into a secure Amazon Simple Storage Service ( Amazon S3 ) bucket. Data sanitization workflow kicks off using AWS Step Functions consisting of AWS Lambda functions.

Artificial Inteligence 103

Artificial Inteligence Technical Review Software Review Generative AI 103

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. The workflow consists of the following steps: WAFR guidance documents are uploaded to a bucket in Amazon Simple Storage Service (Amazon S3).

Generative AI 118

Generative AI Technical Review Software Review Systems Review 118

AWS Machine Learning - AI

MAY 2, 2025

Prerequisites Before implementing the solution, make sure you have the following prerequisites in place: Create an Amazon Simple Storage Bucket (Amazon S3) bucket in your preferred Region (for example, us-west-2 ) with the designation financial-data-101.To Enable model access for Amazon Titan and Amazon Nova Lite.

Real Estate 91

Real Estate Artificial Inteligence Knowledge Base Lambda 91

AWS Machine Learning - AI

FEBRUARY 25, 2025

Error retrieval and context gathering The Amazon Bedrock agent forwards these details to an action group that invokes the first AWS Lambda function (see the following Lambda function code ). This contextual information is then sent back to the first Lambda function. Provide the troubleshooting steps to the user.

Lambda 65

Lambda Generative AI AWS Software Review 65

AWS Machine Learning - AI

MARCH 7, 2025

Solution overview The policy documents reside in Amazon Simple Storage Service (Amazon S3) storage. This action invokes an AWS Lambda function to retrieve the document embeddings from the OpenSearch Service database and present them to Anthropics Claude 3 Sonnet FM, which is accessed through Amazon Bedrock.

Generative AI 101

Generative AI Technical Review Insurance Policies 101

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. The application is ready to be tested at the domain URL.

Lambda 129

Lambda AWS Generative AI Resources 129

AWS Machine Learning - AI

FEBRUARY 6, 2024

This document contains over 100 highly detailed technical reports created during the process of drug research and testing. By extracting key data from testing reports, the system uses Amazon SageMaker JumpStart and other AWS AI services to generate CTDs in the proper format. The response data is stored in DynamoDB.

Generative AI 130

Generative AI AWS Lambda Technical Review 130

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 111

Artificial Inteligence Generative AI Travel AWS 111

AWS Machine Learning - AI

FEBRUARY 8, 2024

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). 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 140

Knowledge Base Insurance Lambda AWS 140

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 139

Generative AI Lambda AWS Artificial Inteligence 139

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

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

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. They were validating their production setup and testing several failure scenarios. In my day-to-day job, I support teams at different organizations and help them with their AWS challenges.

Lambda 97

Lambda AWS Storage Architecture 97

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 137

Artificial Inteligence Lambda Knowledge Base IoT 137

AWS Machine Learning - AI

JULY 10, 2024

Now that you understand the concepts for semantic and hierarchical chunking, in case you want to have more flexibility, you can use a Lambda function for adding custom processing logic to chunks such as metadata processing or defining your custom logic for chunking. Make sure to create the Lambda layer for the specific open source framework.

Knowledge Base 136

Knowledge Base Artificial Inteligence Lambda Applications 136

AWS Machine Learning - AI

AUGUST 21, 2024

The architecture carries out the following steps: Customer reviews can be imported into an Amazon Simple Storage Service (Amazon S3) bucket as JSON objects. This bucket will have event notifications enabled to invoke an AWS Lambda function to process the objects created or updated.

Technical Review 126

Technical Review Software Review Systems Review Lambda 126

Linux Academy

JANUARY 22, 2020

If you’re studying for the AWS Cloud Practitioner exam, there are a few Amazon S3 (Simple Storage Service) facts that you should know and understand. Amazon S3 is an object storage service that is built to be scalable, high available, secure, and performant. What to know about S3 Storage Classes. Most expensive storage class.

Cloud 28

Cloud Storage AWS Backup 28

AWS Machine Learning - AI

JULY 2, 2024

When the doctor interacts with the Streamlit frontend, it sends a request to an AWS Lambda function, which acts as the application backend. Before querying the knowledge base, the Lambda function retrieves data from the DynamoDB database, which stores doctor-patient associations.

Knowledge Base 132

Knowledge Base Artificial Inteligence Lambda Authentication 132

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 126

Generative AI Lambda AWS Technical Review 126

AWS Machine Learning - AI

DECEMBER 4, 2024

In the following sections, we’ll guide you through setting up your SageMaker Unified Studio project, creating your knowledge base, building the natural language query interface, and testing the solution. This includes setting up Amazon API Gateway , AWS Lambda functions, and Amazon Athena to enable querying the structured sales data.

Generative AI 106

Generative AI Applications Technical Review Software Review 106

AWS Machine Learning - AI

FEBRUARY 19, 2024

This architecture includes the following steps: A user interacts with the Streamlit chatbot interface and submits a query in natural language This triggers a Lambda function, which invokes the Knowledge Bases RetrieveAndGenerate API. You will use this Lambda layer code later to create the Lambda function.

Knowledge Base 133

Knowledge Base Artificial Inteligence Applications Lambda 133

AWS Machine Learning - AI

MAY 14, 2024

UI and the Chatbot example application to test human-workflow scenario. Pre-annotation Lambda function The process starts with an AWS Lambda function. The pre-annotation Lambda function is invoked based on chron job or based on an event or on-demand. You can easily build such chatbots following the same process.

Generative AI 121

Generative AI Artificial Inteligence AWS Applications 121

CircleCI

JULY 22, 2022

After setup, your team has access to a range of popular features available on the CircleCI Cloud platform, including parallelism and test splitting, debugging with SSH, and managing self-hosted runners directly in the CircleCI UI. app and a CircleCI pipeline configuration to test it. The example repository includes a basic Node.js

AWS 98

AWS Lambda Meeting Software Review 98

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 121

Generative AI Artificial Inteligence AWS Technical Review 121

AWS Machine Learning - AI

SEPTEMBER 24, 2024

It also enables operational capabilities including automated testing, conversation analytics, monitoring and observability, and LLM hallucination prevention and detection. “We The solution fields hundreds of thousands of calls per day, responding to Dashers with answers to their questions in 2.5 seconds or less.

Knowledge Base 101

Knowledge Base Generative AI Artificial Inteligence Lambda 101

AWS Machine Learning - AI

AUGUST 15, 2024

The Content Designer AWS Lambda function saves the input in Amazon OpenSearch Service in a questions bank index. Amazon Lex forwards requests to the Bot Fulfillment Lambda function. Users can also send requests to this Lambda function through Amazon Alexa devices.

Artificial Inteligence 126

Artificial Inteligence Generative AI Knowledge Base Lambda 126

Mentormate

JANUARY 7, 2021

Below is a review of the main announcements that impact compute, database, storage, networking, machine learning, and development. We empower ourselves to monitor and test these new service releases and seek ways to help our clients become more successful through improved security, scalability, resiliency, and cost-optimization.

AWS 98

AWS Lambda Software Review Serverless 98

Honeycomb

MAY 23, 2022

We’ve previously shared our experience moving Kafka over to Arm instances once AWS offered Graviton2 instance types with on-instance storage (Is4gen and Im4gn), and the wins we saw there ( with help from Amazon ). This diversity of ecosystem support meant we were able to migrate almost all of our services. Reservations[]|.Instances[]'

AWS 88

AWS Lambda Architecture Testing 88

Kaseya

MAY 13, 2021

As the name suggests, a cloud service provider is essentially a third-party company that offers a cloud-based platform for application, infrastructure or storage services. In a public cloud, all of the hardware, software, networking and storage infrastructure is owned and managed by the cloud service provider. What Is a Public Cloud?

Google Cloud 122

Google Cloud Azure AWS Cloud 122

AWS Machine Learning - AI

OCTOBER 15, 2024

When processing the user’s request, the migration assistant invokes relevant action groups such as R Dispositions and Migration Plan , which in turn invoke specific AWS Lambda The Lambda functions process the request using RAG to produce the required output. Create and associate a Lambda function to handle the action’s logic.

Lambda 93

Lambda Knowledge Base AWS Generative AI 93

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.

Lambda 93

Lambda Knowledge Base AWS Generative AI 93

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

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 95

Generative AI AWS Applications Serverless 95