AWS Machine Learning - AI

APRIL 18, 2024

In this post, we refer to these solutions collectively as the AVM layer. In parallel, the AVM layer invokes a Lambda function to generate Terraform code. Solution overview The AWS Landing Zone deployment uses a Lambda function for generating Terraform scripts from architectural inputs. Access to Amazon Bedrock models.

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AWS Machine Learning - AI

NOVEMBER 7, 2024

The workflow includes the following steps: Documents (owner manuals) are uploaded to an Amazon Simple Storage Service (Amazon S3) bucket. The Lambda function runs the database query against the appropriate OpenSearch Service indexes, searching for exact matches or using fuzzy matching for partial information.

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Lambda Enterprise Automotive Knowledge Base 126

AWS Machine Learning - AI

NOVEMBER 26, 2024

The Lambda function, acting as the cache manager, prompts an LLM for a new generation due to a lack of cache hits given the similarity threshold. For a complete list of text generation models, refer to Amazon Bedrock. To reset cache } Test the solution To test your cache using the Lambda console, open the Functions page.

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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

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CIO

NOVEMBER 2, 2023

“Awareness of FinOps practices and the maturity of software that can automate cloud optimization activities have helped enterprises get a better understanding of key cost drivers,” McCarthy says, referring to the practice of blending finance and cloud operations to optimize cloud spend.

Cloud 211

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AWS Machine Learning - AI

AUGUST 21, 2024

The following reference architecture illustrates what an automated review analysis solution could look like. The architecture carries out the following steps: Customer reviews can be imported into an Amazon Simple Storage Service (Amazon S3) bucket as JSON objects. Review Lambda quotas and function timeout to create batches.

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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 126

AWS Machine Learning - AI

MARCH 7, 2024

The workflow consists of the following steps: A user uploads multiple images into an Amazon Simple Storage Service (Amazon S3) bucket via a Streamlit web application. The DynamoDB update triggers an AWS Lambda function, which starts a Step Functions workflow. The Step Functions workflow runs the following steps for each image: 5.1

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AWS Machine Learning - AI

JULY 3, 2024

Amazon Lambda : to run the backend code, which encompasses the generative logic. Amazon Simple Storage Service (S3) : for documents and processed data caching. Amazon Simple Storage Service (S3) : for documents and processed data caching. It sends it back to the WebSocket via the Lambda function.

Artificial Inteligence 127

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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.

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Lambda Software Review AWS Serverless 52

AWS Machine Learning - AI

FEBRUARY 6, 2024

The application uses the Amplify libraries for Amazon Simple Storage Service (Amazon S3) and uploads documents provided by users to Amazon S3. 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.

Generative AI 127

Generative AI AWS Lambda Technical Review 127

AWS Machine Learning - AI

FEBRUARY 11, 2025

The Amazon Q Business pre-built connectors like Amazon Simple Storage Service (Amazon S3), document retrievers, and upload capabilities streamlined data ingestion and processing, enabling the team to provide swift, accurate responses to both basic and advanced customer queries.

Knowledge Base 92

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AWS Machine Learning - AI

NOVEMBER 18, 2024

The newly announced Amazon Titan Image Generator G1 v2 expands its initial version by allowing you to guide image creation using reference images, edit existing visuals, remove backgrounds, generate image variations, and securely customize the model to maintain brand style and subject consistency. Anthropic Claude 3.5 Anthropic’s Claude 3.5

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Lambda AWS Generative AI Artificial Inteligence 104

Cloudera

JANUARY 6, 2021

Apache HBase is an effective data storage system for many workflows but accessing this data specifically through Python can be a struggle. The rest of this blog post refers to some sample operations on a CDSW deployment. For more information about catalogs, refer to this documentation [link]. Example Operations . Put Operations.

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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. For additional details, refer to Creating a new user in the AWS Management Console.

Generative AI 128

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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 133

Knowledge Base Artificial Inteligence Lambda Applications 133

AWS Machine Learning - AI

NOVEMBER 26, 2024

These actions can be implemented in the cloud using AWS Lambda , or you can use local business logic with return of control. As part of the agent, we configure action groups consisting of Lambda functions, which gives the agent the ability to perform various actions. The following diagram illustrates the solution architecture.

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Lambda Virtualization AWS Generative AI 102

AWS Machine Learning - AI

FEBRUARY 19, 2024

For more details, refer to the Primer on Retrieval Augmented Generation, Embeddings, and Vector Databases section in Preview – Connect Foundation Models to Your Company Data Sources with Agents for Amazon Bedrock. For more information, refer to Model access. You will use this Lambda layer code later to create the Lambda function.

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Knowledge Base Artificial Inteligence Applications Lambda 125

AWS Machine Learning - AI

SEPTEMBER 6, 2024

They used the following services in the solution: Amazon Bedrock Amazon DynamoDB AWS Lambda Amazon Simple Storage Service (Amazon S3) The following diagram illustrates the high-level workflow of the current solution: The workflow consists of the following steps: The user navigates to Vidmob and asks a creative-related query.

Generative AI 119

Generative AI Artificial Inteligence Data AWS 119

AWS Machine Learning - AI

NOVEMBER 21, 2024

At its core, Amazon Simple Storage Service (Amazon S3) serves as the secure storage for input files, manifest files, annotation outputs, and the web UI components. Pre-annotation and post-annotation AWS Lambda functions are optional components that can enhance the workflow. On the SageMaker console, choose Create labeling job.

Video 97

Video Lambda AWS Generative AI 97

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. Shared components refer to the functionality and features shared by all tenants. Refer to Perform AI prompt-chaining with Amazon Bedrock for more details. Generative AI gateway Shared components lie in this part.

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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

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/. AWS CDK version 2.0

Artificial Inteligence 128

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AWS Machine Learning - AI

NOVEMBER 18, 2024

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. The Lambda function calls Anthropic’s Claude 3 Sonnet model through Amazon Bedrock APIs with the input request.

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Lambda Cloud AWS Generative AI 85

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. input – A placeholder for the current user utterance or question.

Artificial Inteligence 123

Artificial Inteligence Generative AI Knowledge Base Lambda 123

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

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 139

Knowledge Base Insurance Lambda AWS 139

AWS Machine Learning - AI

AUGUST 26, 2024

An Amazon Cognito identity pool grants temporary access to the Amazon Simple Storage Service (Amazon S3) bucket. API Gateway instantiates an AWS Step Functions The state machine orchestrates the AI/ML services Amazon Transcribe and Amazon Bedrock and the NoSQL data store Amazon DynamoDB using AWS Lambda functions.

Generative AI 118

Generative AI AWS 3D Video 118

AWS Machine Learning - AI

NOVEMBER 13, 2024

An AWS Lambda function is invoked when new documents are added to the Amazon Simple Storage Service (Amazon S3) bucket. The analysis results are returned to the S3 bucket through a Lambda function and stored there. You can use Lambda, API Gateway, or other preferred REST API endpoints.

Generative AI 110

Generative AI Analysis Lambda AWS 110

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. For more information, refer to Model access.

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Lambda Knowledge Base AWS Generative AI 91

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. For more details on supported data sources, refer to Data sources. ConversationTable – Stores conversation history.

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Generative AI Lambda AWS Technical Review 122

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.

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Knowledge Base Generative AI Technical Review AWS 102

AWS Machine Learning - AI

AUGUST 5, 2024

In this solution, audio files stored in mp3 format are first uploaded to Amazon Simple Storage Service (Amazon S3) storage. When a user queries the contents of the audio files through a generative AI application or AWS Lambda function, it makes an API call to Knowledge Bases for Amazon Bedrock.

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Knowledge Base Artificial Inteligence Programming Generative AI 112

AWS Machine Learning - AI

OCTOBER 29, 2024

Observability refers to the ability to understand the internal state and behavior of a system by analyzing its outputs, logs, and metrics. For a detailed breakdown of the features and implementation specifics, refer to the comprehensive documentation in the GitHub repository. Additionally, you can choose what gets logged.

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Generative AI Applications AWS Knowledge Base 109

CircleCI

JULY 22, 2022

The launch template and Auto Scaling group will be used to launch instances based on the queue depth (the number of jobs in the queue) value provided by the runner API for a given runner resource class — all triggered by a Lambda function that checks the API periodically. Setting up a runner resource class in CircleCI.

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AWS Lambda Meeting Software Review 98

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. After a successful authentication, a REST API hosted on API Gateway is invoked.

Generative AI 125

Generative AI Healthcare Artificial Inteligence Insurance 125

AWS Machine Learning - AI

JULY 30, 2024

For details of each Amazon Q subscription, refer to Amazon Q Business pricing. The response includes citations, with reference to sources. Amazon EventBridge generates events on a repeating interval (every 2 hours, every 6 hours, and so on) These events invoke the Lambda function S3CrawlLambdaFunction.

Media 109

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