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 122

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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

NOVEMBER 20, 2024

Amazon S3 invokes an AWS Lambda function to synchronize the data source with the knowledge base. The Lambda function starts data ingestion by calling the StartIngestionJob API function. A Lambda function retrieves the email content from Amazon S3. This bucket is designated as the knowledge base data source.

Knowledge Base 104

Knowledge Base Artificial Inteligence Lambda AWS 104

AWS Machine Learning - AI

OCTOBER 29, 2024

Amazon DynamoDB is a fully managed NoSQL database service that provides fast and predictable performance with seamless scalability. AWS Lambda is an event-driven compute service that lets you run code for virtually any type of application or backend service without provisioning or managing servers.

Generative AI 104

Generative AI Video Engineering Artificial Inteligence 104

AWS Machine Learning - AI

AUGUST 13, 2024

The Standard from processing steps are as follows: A user upload images of paper forms (PDF, PNG, JPEG) to Amazon Simple Storage Service (Amazon S3), a highly scalable and durable object storage service. The SQS message invokes an AWS Lambda The Lambda function is responsible for processing the new form data.

Healthcare 118

Healthcare Artificial Inteligence Analysis Lambda 118

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 118

Generative AI AWS Lambda Technical Review 118

Apiumhub

MARCH 12, 2024

As technology advances, innovations are shaping the future of cloud computing trends. This event-driven model enhances efficiency, scalability, and cost-effectiveness. Implementation: Deploying functions using AWS Lambda, triggered by events, eliminating the need for managing servers and allowing developers to focus on writing code.

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Trends Innovation Cloud Technical Review 52

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 113

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AWS Machine Learning - AI

NOVEMBER 18, 2024

Businesses are adopting new innovations and technologies to create cutting-edge solutions for their customers. The Step Functions state machine invokes AWS Lambda functions to get a findings summary and remediation steps through Amazon Bedrock. The workflow invokes a Lambda function and passes the GuardDuty findings details.

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Lambda Cloud AWS Generative AI 71

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.

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Lambda Knowledge Base Generative AI AWS 90

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. In step 5, the lambda function triggers the Amazon Textract to parse and extract data from pdf documents.

Artificial Inteligence 118

Artificial Inteligence Generative AI Lambda Healthcare 118

AWS Machine Learning - AI

NOVEMBER 27, 2024

In the context of enterprise data asset search powered by a metadata catalog hosted on services such Amazon DataZone, AWS Glue, and other third-party catalogs, knowledge graphs can help integrate this linked data and also enable a scalable search paradigm that integrates metadata that evolves over time.

Enterprise 91

Enterprise Artificial Inteligence Data Knowledge Base 91

AWS Machine Learning - AI

OCTOBER 14, 2024

Customers can build innovative generative AI applications using Amazon Bedrock Agents’ capabilities to intelligently orchestrate their application workflows. Verified Permissions is a scalable permissions management and authorization service for custom applications built by you.

Generative AI 74

Generative AI Applications Lambda Policies 74

AWS Machine Learning - AI

APRIL 24, 2024

They provide a strategic advantage for developers and organizations by simplifying infrastructure management, enhancing scalability, improving security, and reducing undifferentiated heavy lifting. For direct device actions like start, stop, or reboot, we use the action-on-device action group, which invokes a Lambda function.

Artificial Inteligence 121

Artificial Inteligence Lambda Knowledge Base IoT 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. However, when building a scalable review analysis solution, businesses can achieve the most value by automating the review analysis workflow. Review Lambda quotas and function timeout to create batches.

Technical Review 121

Technical Review Software Review Systems Review Generative AI 121

CIO

OCTOBER 18, 2023

To do so, the team had to overcome three major challenges: scalability, quality and proactive monitoring, and accuracy. The project, dubbed Real-Time Prediction of Intradialytic Hypotension Using Machine Learning and Cloud Computing Infrastructure, has earned Fresenius Medical Care a 2023 CIO 100 Award in IT Excellence. “Our

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AWS Machine Learning - AI

NOVEMBER 1, 2024

Without a scalable approach to controlling costs, organizations risk unbudgeted usage and cost overruns. This scalable, programmatic approach eliminates inefficient manual processes, reduces the risk of excess spending, and ensures that critical applications receive priority. However, there are considerations to keep in mind.

Generative AI 125

Generative AI AWS Artificial Inteligence Budget 125

AWS Machine Learning - AI

APRIL 11, 2024

An Amazon S3 object notification event invokes the embedding AWS Lambda function. The Lambda function reads the document image and translates the image into embeddings by calling Amazon Bedrock and using the Amazon Titan Multimodal Embeddings model. The classification Lambda function receives the Amazon S3 object notification.

Artificial Inteligence 115

Artificial Inteligence Lambda AWS Machine Learning 115

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 123

Knowledge Base Artificial Inteligence Lambda Applications 123

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. Amazon API Gateway passes the request to AWS Lambda through a proxy integration.

Generative AI 110

Generative AI eCommerce Lambda AWS 110

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 84

Generative AI AWS Applications Serverless 84

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 105

Generative AI AWS Artificial Inteligence Enterprise 105

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.

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AWS Machine Learning - AI

NOVEMBER 21, 2024

Today, we’re excited to share the journey of the VW —an innovator in the automotive industry and Europe’s largest car maker—to enhance knowledge management by using generative AI , Amazon Bedrock , and Amazon Kendra to devise a solution based on Retrieval Augmented Generation (RAG) that makes internal information more easily accessible by its users.

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AWS Lambda Generative AI Artificial Inteligence 66

AWS Machine Learning - AI

JULY 15, 2024

S3, in turn, provides efficient, scalable, and secure storage for the media file objects themselves. 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. DJ Charles is the CTO at Mixbook.

Generative AI 116

Generative AI Artificial Inteligence AWS Technical Review 116

Perficient

AUGUST 20, 2024

AWS Bedrock offers several key benefits: Scalability : AWS Bedrock models can scale to meet the demands of large and complex applications. Integration with AWS Services : Bedrock models seamlessly integrate with other AWS services, such as AWS Lambda, Amazon S3, and Amazon SageMaker.

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AWS Artificial Inteligence Lambda Training 52

AWS Machine Learning - AI

JULY 2, 2024

For production use, it is recommended to use a more robust frontend framework such as AWS Amplify , which provides a comprehensive set of tools and services for building scalable and secure web applications. If the validation is successful, the Lambda function queries the knowledge base using the provided patient or list of patient’s IDs.

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Knowledge Base Artificial Inteligence Lambda Authentication 118

AWS Machine Learning - AI

MARCH 14, 2024

In this post we highlight how the AWS Generative AI Innovation Center collaborated with the AWS Professional Services and PGA TOUR to develop a prototype virtual assistant using Amazon Bedrock that could enable fans to extract information about any event, player, hole or shot level details in a seamless interactive manner.

Generative AI 117

Generative AI Artificial Inteligence Virtualization UI/UX 117

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.

Generative AI 122

Generative AI Healthcare Artificial Inteligence Insurance 122

Stackery

MAY 14, 2020

Shah of AWS gives a tour of the features and how it enables you to run arbitrary Python or Spark in a scalable environment. A Culture of Rapid Innovation with DevOps, Microservices, and Serverless. Scalable Serverless Architectures Using Event-Driven Design. Useful content delivered by serverless visionary, Chris Munns.

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AWS Serverless Lambda Microservices 105

AWS Machine Learning - AI

OCTOBER 29, 2024

Although the implementation is straightforward, following best practices is crucial for the scalability, security, and maintainability of your observability infrastructure. He is passionate about building innovative products and solutions while also focused on customer-obsessed science.

Generative AI 102

Generative AI Applications AWS Knowledge Base 102

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. Architecture The following figure shows the architecture of the solution.

Artificial Inteligence 102

Artificial Inteligence Generative AI Travel AWS 102

AWS Machine Learning - AI

MAY 7, 2024

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. This S3 event triggers the Notification Lambda function, which pushes the summary to an Amazon Simple Notification Service (Amazon SNS) topic.

Artificial Inteligence 121

Artificial Inteligence Meeting AWS Generative AI 121

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. The map functionality in Step Functions uses arrays to execute multiple tasks concurrently, significantly improving performance and scalability for workflows that involve repetitive operations.

Generative AI 73

Generative AI AWS Technical Review Backup 73

AWS Machine Learning - AI

SEPTEMBER 25, 2024

Latest innovations in Amazon Bedrock Knowledge Base provide a resolution to this issue. After the documents are successfully copied to the S3 bucket, the event automatically invokes an AWS Lambda The Lambda function invokes the Amazon Bedrock knowledge base API to extract embeddings—essential data representations—from the uploaded documents.

Knowledge Base 113

Knowledge Base Artificial Inteligence Analysis AWS 113

AWS Machine Learning - AI

JULY 30, 2024

Organizations are increasingly using media to engage with their audiences in innovative ways. An AWS Lambda function fetches the YouTube videos from the playlist as audio (mp3 files) into the YTMediaBucket and also creates a metadata file in the MetadataFolderPrefix location with metadata for the YouTube video.

Media 99

Media Lambda AWS Video 99

Xebia

JANUARY 19, 2023

Architect for scalability. – Werner Vogels, CTO of Amazon Web Services Some areas to keep an eye on while planning for failure: Availability Reliability Recovery Time Objective (RTO) Recovery Point Objective (RPO) Architect for Scalability Scalability in data systems encompasses two main capabilities. Plan for failure.

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Data Engineering Engineering Data Technical Review 130