AWS Machine Learning - AI

NOVEMBER 7, 2024

In this second part, we expand the solution and show to further accelerate innovation by centralizing common Generative AI components. It also uses a number of other AWS services such as Amazon API Gateway , AWS Lambda , and Amazon SageMaker. Instead, use an IAM role, a Lambda authorizer , or an Amazon Cognito user pool.

Generative AI 106

Generative AI AWS Enterprise Artificial Inteligence 106

AWS Machine Learning - AI

NOVEMBER 19, 2024

An email handler AWS Lambda function is invoked by WorkMail upon the receipt of an email, and acts as the intermediary that receives requests and passes it to the appropriate agent. The system indexes documents and files stored in Amazon Simple Storage Service (Amazon S3) using Amazon OpenSearch Service for quick retrieval.

Knowledge Base 92

Knowledge Base Generative AI Technical Review Lambda 92

AWS Machine Learning - AI

OCTOBER 29, 2024

Flexible logging –You can use this solution to store logs either locally or in Amazon Simple Storage Service (Amazon S3) using Amazon Data Firehose, enabling integration with existing monitoring infrastructure. He is passionate about building innovative products and solutions while also focused on customer-obsessed science.

Generative AI 103

Generative AI Applications AWS Knowledge Base 103

AWS Machine Learning - AI

MARCH 13, 2025

In this collaboration, the Generative AI Innovation Center team created an accurate and cost-efficient generative AIbased solution using batch inference in Amazon Bedrock , helping GoDaddy improve their existing product categorization system. It writes the output to another S3 location. It shuts down the endpoint when processing is complete.

Artificial Inteligence 96

Artificial Inteligence Systems Review System Generative AI 96

AWS Machine Learning - AI

NOVEMBER 14, 2024

This innovative service goes beyond traditional trip planning methods, offering real-time interaction through a chat-based interface and maintaining scalability, reliability, and data security through AWS native services. It will then return the place name with the highest similarity score.

Artificial Inteligence 104

Artificial Inteligence Generative AI Travel AWS 104

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.

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Lambda Generative AI AWS Software Review 63

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 99

Generative AI Technical Review Software Review Systems Review 99

AWS Machine Learning - AI

AUGUST 13, 2024

Part 1: Standard forms: Data extraction and storage The following diagram highlights the key elements of a solution for data extraction and storage with standard forms. Figure 1: Architecture – Standard Form – Data Extraction & Storage. Lastly, the Lambda function stores the question list in Amazon S3.

Healthcare 126

Healthcare Artificial Inteligence Analysis Lambda 126

AWS Machine Learning - AI

JULY 11, 2024

In the diverse toolkit available for deploying cloud infrastructure, Agents for Amazon Bedrock offers a practical and innovative option for teams looking to enhance their infrastructure as code (IaC) processes. This gives your agent access to required services, such as Lambda. Create a service role for Agents for Amazon Bedrock.

Software Review 128

Software Review Infrastructure Lambda Generative AI 128

CIO

NOVEMBER 2, 2023

Cloud costs remain a key concern for IT leaders, who find themselves nearing a crossroads where expenditures for core workloads will need containment to free up spend for innovation. After some time, people have understood the storage needs better based on usage and preventing data extract fees.”

Strategy 211

Strategy Cloud Data Center Budget 211

AWS Machine Learning - AI

APRIL 18, 2024

In parallel, the AVM layer invokes a Lambda function to generate Terraform code. The reviewed and updated Terraform scripts are then used to deploy infrastructure components into the newly provisioned AWS account, setting up compute, storage, and networking resources required for the application. Access to Amazon Bedrock models.

AWS 123

AWS Applications Lambda Knowledge Base 123

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.

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Lambda Serverless AWS Architecture 61

AWS Machine Learning - AI

NOVEMBER 14, 2024

The storage layer uses Amazon Simple Storage Service (Amazon S3) to hold the invoices that business users upload. You can trigger the processing of these invoices using the AWS CLI or automate the process with an Amazon EventBridge rule or AWS Lambda trigger. Importantly, your document and data are not stored after processing.

Software Review 99

Software Review Technical Review AWS Artificial Inteligence 99

AWS Machine Learning - AI

MARCH 20, 2025

Our partnership with AWS and our commitment to be early adopters of innovative technologies like Amazon Bedrock underscore our dedication to making advanced HCM technology accessible for businesses of any size. This collaboration confirms that our AI solutions are not just innovative but also resilient.

Generative AI 73

Generative AI Artificial Inteligence Metrics AWS 73

AWS Machine Learning - AI

FEBRUARY 9, 2024

IT teams are responsible for helping the LOB innovate with speed and agility while providing centralized governance and observability. 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 140

Lambda Generative AI AWS Microservices 140

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.

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Artificial Inteligence Lambda Knowledge Base IoT 127

AWS Machine Learning - AI

FEBRUARY 6, 2024

Bringing innovative new pharmaceuticals drugs to market is a long and stringent process. Automating the frustrating CTD document process accelerates new product approvals so innovative treatments can get to patients faster. The WebSocket triggers an AWS Lambda function, which creates a record in Amazon DynamoDB.

Generative AI 122

Generative AI AWS Lambda Technical Review 122

CIO

MARCH 6, 2023

But for the New York-based provider of stock photography, footage, and music, it’s the innovation edge that makes the cloud picture perfect for its business. Hervouet himself says he is driving his developers to innovate faster and develop new classes of applications as soon as new cloud capabilities are released.

Artificial Inteligence 133

Artificial Inteligence Generative AI Storage AWS 133

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.

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Lambda AWS Generative AI Resources 124

AWS Machine Learning - AI

JULY 3, 2024

To answer this question, the AWS Generative AI Innovation Center recently developed an AI assistant for medical content generation. Amazon Lambda : to run the backend code, which encompasses the generative logic. Amazon Simple Storage Service (S3) : for documents and processed data caching.

Artificial Inteligence 121

Artificial Inteligence Generative AI Lambda Healthcare 121

AWS Machine Learning - AI

AUGUST 21, 2024

This post explores an innovative application of large language models (LLMs) to automate the process of customer review analysis. The architecture carries out the following steps: Customer reviews can be imported into an Amazon Simple Storage Service (Amazon S3) bucket as JSON objects.

Technical Review 122

Technical Review Software Review Systems Review Lambda 122

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 82

Generative AI Technical Review Insurance Policies 82

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 116

Generative AI Artificial Inteligence AWS Technical Review 116

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 128

Knowledge Base Artificial Inteligence Lambda Applications 128

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. In April 2016, Morocco's innovative desert greenhouse project began operations, introducing new competition in the Mediterranean vegetable market and affecting prices in Southern Europe.

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Generative AI Applications Technical Review Software Review 100

AWS Machine Learning - AI

NOVEMBER 24, 2023

The manual creation of these descriptions across a vast array of products is a labor-intensive process, and it can slow down the velocity of new innovation. AWS Lambda – AWS Lambda provides serverless compute for processing. Note that in this solution, all of the storage is in the UI.

eCommerce 111

eCommerce Generative AI Lambda AWS 111

AWS Machine Learning - AI

SEPTEMBER 6, 2024

In this post, we illustrate how Vidmob , a creative data company, worked with the AWS Generative AI Innovation Center (GenAIIC) team to uncover meaningful insights at scale within creative data using Amazon Bedrock. Dynamo DB stores the query and the session ID, which is then passed to a Lambda function as a DynamoDB event notification.

Generative AI 115

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AWS Machine Learning - AI

APRIL 11, 2024

The following architecture diagram illustrates how you can use the Amazon Titan Multimodal Embeddings model with documents in an Amazon Simple Storage Service (Amazon S3) bucket for image gallery creation. An Amazon S3 object notification event invokes the embedding AWS Lambda function.

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AWS Machine Learning - AI

FEBRUARY 8, 2024

They can enhance operational efficiency, customer service, and decision-making while reducing costs and enabling innovation. 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). create-customer-resources.sh

Knowledge Base 136

Knowledge Base Insurance Lambda AWS 136

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 122

Knowledge Base Artificial Inteligence Lambda Authentication 122

AWS Machine Learning - AI

MAY 15, 2024

Amazon Ads helps advertisers and brands achieve their business goals by developing innovative solutions that reach millions of Amazon customers at every stage of their journey. The request is then processed by AWS Lambda , which uses AWS Step Functions to orchestrate the process (step 2).

Generative AI 122

Generative AI Artificial Inteligence Advertising Technical Review 122

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 90

Lambda Knowledge Base Generative AI AWS 90

AWS Machine Learning - AI

MAY 7, 2024

The workflow consists of the following steps: The user uploads the meeting recording as an audio or video file to the project’s Amazon Simple Storage Service (Amazon S3) bucket, in the /recordings folder. Transcripts are then stored in the project’s S3 bucket under /transcriptions/TranscribeOutput/.

Artificial Inteligence 124

Artificial Inteligence Meeting AWS Generative AI 124

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 ). We’re also very heavy users of AWS Lambda for our storage engine. You might notice the “in EC2 land” qualifier.

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AWS Machine Learning - AI

NOVEMBER 22, 2024

You can change and add steps without even writing code, so you can more easily evolve your application and innovate faster. Step Functions logs the state of each step, so when things do go wrong, you can diagnose and debug problems more quickly. sync) pattern, which automatically waits for the completion of asynchronous jobs.

Generative AI 80

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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. Embracing innovative technologies like generative AI becomes crucial for organizations to stay competitive and deliver exceptional member experiences.

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Generative AI Healthcare Artificial Inteligence Insurance 123

CloudGeometry

FEBRUARY 7, 2022

Additional Isolation Options – Supplementary isolation approaches focused on compute and data Storage considerations. This allows shared services such as logging, object storage, user onboarding, etc., When done right, siloed isolation can help achieve the SaaS-centric goals of operational efficiency, innovation, and agility.

Architecture 130

Architecture Policies Resources Construction 130