AWS Machine Learning - AI

NOVEMBER 18, 2024

Recent enhancements in the field of generative AI , such as media generation technologies, are rapidly transforming the way businesses create and manipulate visual content. It exposes an API endpoint through Amazon API Gateway that proxies the initial prompt request to a Python-based AWS Lambda function, which calls Amazon Bedrock twice.

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AWS Machine Learning - AI

NOVEMBER 20, 2024

This technology allows for automated responses, with only complex cases requiring manual review by a human, streamlining operations and enhancing overall productivity. Amazon S3 invokes an AWS Lambda function to synchronize the data source with the knowledge base. A Lambda function retrieves the email content from Amazon S3.

Knowledge Base 105

Knowledge Base Artificial Inteligence Lambda AWS 105

AWS Machine Learning - AI

FEBRUARY 6, 2024

A key part of the submission process is authoring regulatory documents like the Common Technical Document (CTD), a comprehensive standard formatted document for submitting applications, amendments, supplements, and reports to the FDA. Users can quickly review and adjust the computer-generated reports before submission.

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Generative AI AWS Lambda Technical Review 121

AWS Machine Learning - AI

AUGUST 13, 2024

Handling large volumes of data, extracting unstructured data from multiple paper forms or images, and comparing it with the standard or reference forms can be a long and arduous process, prone to errors and inefficiencies. The SQS message invokes an AWS Lambda The Lambda function is responsible for processing the new form data.

Healthcare 121

Healthcare Artificial Inteligence Analysis Lambda 121

AWS Machine Learning - AI

NOVEMBER 22, 2024

Our strength lies in our dynamic team of experts and our cutting-edge technology, which, when combined, can deliver solutions of any scale. ], "description": "Our company, AnyCompany Tech, boasts a robust technical infrastructure that allows us to handle complex projects with ease. We must also include.$

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AWS Machine Learning - AI

MAY 30, 2024

CBRE’s data environment, with 39 billion data points from over 300 sources, combined with a suite of enterprise-grade technology can deploy a range of AI solutions to enable individual productivity all the way to broadscale transformation. The Lambda wrapper function searches for similar questions in OpenSearch Service.

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AWS Machine Learning - AI

JULY 3, 2024

The use cases can range from medical information extraction and clinical notes summarization to marketing content generation and medical-legal review automation (MLR process). Amazon Lambda : to run the backend code, which encompasses the generative logic. It sends it back to the WebSocket via the Lambda function.

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AWS Machine Learning - AI

MAY 17, 2024

In this blog post, you will learn about prompt chaining, how to break a complex task into multiple tasks to use prompt chaining with an LLM in a specific order, and how to involve a human to review the response generated by the LLM. For most reviews, the system auto-generates a reply using an LLM.

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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 21, 2024

Pre-annotation and post-annotation AWS Lambda functions are optional components that can enhance the workflow. The pre-annotation Lambda function can process the input manifest file before data is presented to annotators, enabling any necessary formatting or modifications. On the SageMaker console, choose Create labeling job.

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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 89

AWS Machine Learning - AI

SEPTEMBER 13, 2024

This could be Amazon Elastic Compute Cloud (Amazon EC2), AWS Lambda , AWS SDK , Amazon SageMaker notebooks, or your workstation if you are doing a quick proof of concept. We aim to target and simplify them using generative AI with Amazon Bedrock. This is a proof of concept setup. CUR data stored in an S3 bucket.

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Generative AI AWS Artificial Inteligence Technical Review 85

Xebia

MAY 21, 2024

For customers to take advantage of this, meet the demands of modern technology, and maintain a competitive edge in the market, the need to modernize IT infrastructure and applications is paramount. This, of course, takes into consideration the organization’s strategy, business and technical goals, security, and compliance requirements.

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Xebia

OCTOBER 23, 2024

Region Evacuation with DNS Approach: Our third post discussed deploying web server infrastructure across multiple regions and reviewed the DNS regional evacuation approach using AWS Route 53. In the following sections we will review this step-by-step region evacuation example. Find the detailed guide here. Explore the details here.

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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. Finally I mention Lambda’s limited, but not trivial, vertical scaling capability.

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AWS Machine Learning - AI

SEPTEMBER 20, 2024

Whether it’s troubleshooting a technical issue or providing industry insights, your chatbot becomes a more versatile and valuable resource for users. 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.

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AWS Machine Learning - AI

NOVEMBER 14, 2024

In this post, we provide a step-by-step guide with the building blocks needed for creating a Streamlit application to process and review invoices from multiple vendors. The results are shown in a Streamlit app, with the invoices and extracted information displayed side-by-side for quick review.

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AWS Machine Learning - AI

FEBRUARY 8, 2024

As AI technology continues to evolve, the capabilities of generative AI agents are expected to expand, offering even more opportunities for customers to gain a competitive edge. The following demo recording highlights Agents and Knowledge Bases for Amazon Bedrock functionality and technical implementation details.

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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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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. Finally I mention Lambda’s limited, but not trivial, vertical scaling capability.

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Lambda Software Review AWS Serverless 40

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 112

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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AWS Machine Learning - AI

SEPTEMBER 25, 2024

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. Review the knowledge base settings and choose Create knowledge base.

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CIO

NOVEMBER 2, 2023

To be sure, enterprise cloud budgets continue to increase, with IT decision-makers reporting that 31% of their overall technology budget will go toward cloud computing and two-thirds expecting their cloud budget to increase in the next 12 months, according to the Foundry Cloud Computing Study 2023. 1 barrier to moving forward in the cloud.

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AWS Machine Learning - AI

AUGUST 26, 2024

Building generative AI solutions like Account Summaries on AWS offers significant technical advantages, particularly for organizations already using AWS services. For example, “Cross-reference generated figures with golden source business data.”

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Generative AI AWS Artificial Inteligence Technical Review 118

AWS Machine Learning - AI

OCTOBER 14, 2024

In this post, we demonstrate how to design fine-grained access controls using Verified Permissions for a generative AI application that uses Amazon Bedrock Agents to answer questions about insurance claims that exist in a claims review system using textual prompts as inputs and outputs.

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AWS Machine Learning - AI

OCTOBER 21, 2024

Amazon Bedrock Agents also provides you with traces , a detailed overview of the steps being orchestrated by the agents, the underlying prompts invoking the FM, the references being returned from the knowledge bases, and code being generated by the agent. Building agents that run tasks requires function definitions and Lambda functions.

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AWS Machine Learning - AI

OCTOBER 7, 2024

The architecture uses Amazon Lex for intent recognition, AWS Lambda for processing queries, Amazon Kendra for searching through FAQs and web content, and Amazon Bedrock for generating contextual responses powered by LLMs. The fallback intent is fulfilled with a Lambda function. The assistant responds with “Hello! Ask me a question.”

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Apiumhub

SEPTEMBER 27, 2023

When ‘edge’ is mentioned, it can refer to a few, quite different concepts: it can refer to “edge location”, or “edge runtime”, or even “edge functions” Let’s go through each, and see what exactly it means. Edge, the Location: the concept of running servers closer to our users.

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Serverless Software Review Lambda AWS 98

Perficient

FEBRUARY 20, 2023

You should then end up at the Review screen where you can finalize the creation of your user: 6. Just use the command cdk init app –help for more info on what languages you can use. After this, you’ll need to create a Lambdas folder so that AWS can read the stored functions.

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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 101

Media Lambda AWS Video 101

AWS Machine Learning - AI

OCTOBER 1, 2024

At Amazon and AWS, we are always finding innovative ways to build inclusive technology. Chatbots are no longer a niche technology. This is possible due to the Amazon Cognito identity pool , which acts as a mediator between your application user and IAM services. In this post, we discuss voice-guided applications.

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Apiumhub

MARCH 12, 2024

This article explores cloud computing trends that will define the landscape of cloud computing in the coming years, from edge computing to quantum computing and the implications for businesses and technology enthusiasts. As technology advances, innovations are shaping the future of cloud computing trends.

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AWS Machine Learning - AI

DECEMBER 6, 2023

In Part 1, we review the RAG design pattern and its limitations on analytical questions. Part 1: RAG limitations and solution overview In this section, we review the RAG design pattern and discuss its limitations on analytical questions. For more information, refer to Onboard to Amazon SageMaker Domain using Quick setup.

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AWS Machine Learning - AI

JULY 10, 2024

Before introducing the details of the new capabilities, let’s review how prompts are typically developed, managed, and used in a generative AI application. For information on AWS Regions and models supported, refer to Prompt management in Amazon Bedrock. The following diagram illustrates this workflow.

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Hacker Earth Developers Blog

MARCH 3, 2020

It distinguishes between references that can hold null (known as nullable references) and those that cannot hold null values (known as non-null references). It offers coroutines , high-order functions , lambdas and much more. Therefore, Kotlin protects you from mistakenly operating on nullable types. val name: String?

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AWS Machine Learning - AI

OCTOBER 2, 2024

You can securely integrate and deploy generative AI capabilities into your applications using services such as AWS Lambda , enabling seamless data management, monitoring, and compliance (for more details, see Monitoring and observability ). This is illustrated in the following diagram. Where to start?

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Generative AI Artificial Inteligence AWS Government 114