AWS Machine Learning

FEBRUARY 13, 2024

SageMaker Feature Store now makes it effortless to share, discover, and access feature groups across AWS accounts. With this launch, account owners can grant access to select feature groups by other accounts using AWS Resource Access Manager (AWS RAM).

Accountability 114

Accountability Government Engineering Scripts 114

AWS Machine Learning

NOVEMBER 14, 2024

For a multi-account environment, you can track costs at an AWS account level to associate expenses. A combination of an AWS account and tags provides the best results. For multiple accounts, assign mandatory tags to each one, identifying its purpose and the owner responsible.

Government 89

Government Best practices Accountability APIs 89

AWS Machine Learning

NOVEMBER 7, 2024

It also uses a number of other AWS services such as Amazon API Gateway , AWS Lambda , and Amazon SageMaker. API Gateway is serverless and hence automatically scales with traffic. API Gateway also provides a WebSocket API. Incoming requests to the gateway go through this point.

Enterprise 96

Enterprise APIs Government Accountability 96

TechSee

JUNE 9, 2022

AR annotations overlay instructions on how to reset the device. Create an end-to-end seamless customer experience using integrations and open API platforms like TechSee Visual Journeys. For example, a customer’s smart vacuum won’t start, so they initiate a chatbot session on the manufacturer’s website.

Customer Experience 145

Customer Experience Self service Interactive Voice Response Technical Support 145

AWS Machine Learning

JULY 2, 2024

In this post, we provide an operational overview of the solution, and then describe how to set it up with the following services: Amazon Bedrock and a knowledge base to generate responses from user questions based on enterprise data sources. The request is sent by the web application to the API. installed Node.js

APIs 116

APIs Scripts Enterprise Engineering 116

AWS Machine Learning

OCTOBER 30, 2023

It allows developers to build and scale generative AI applications using FMs through an API, without managing infrastructure. Customers are building innovative generative AI applications using Amazon Bedrock APIs using their own proprietary data.

APIs 130

APIs Big data Accountability Enterprise 130

AWS Machine Learning

SEPTEMBER 12, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon through a unified API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Healthcare 114

Healthcare APIs Accountability Enterprise 114

AWS Machine Learning

JULY 3, 2024

To solve this problem, this post shows you how to apply AWS services such as Amazon Bedrock , AWS Step Functions , and Amazon Simple Email Service (Amazon SES) to build a fully-automated multilingual calendar artificial intelligence (AI) assistant. Pay attention to how the original message flows through the pipeline and how it changes.

Personalization 122

Personalization APIs Management Accountability 122

AWS Machine Learning

JULY 29, 2024

You can authenticate Amazon Q Business to Jira using basic authentication with a Jira ID and Jira API token. To authenticate using basic authentication, you create a secret using AWS Secrets Manager with your Jira ID and Jira API token. See Manage API tokens for your Atlassian account for instructions to create an API token.

Customer Support 109

Customer Support APIs Management Enterprise 109

AWS Machine Learning

NOVEMBER 14, 2024

We recently announced the general availability of cross-account sharing of Amazon SageMaker Model Registry using AWS Resource Access Manager (AWS RAM) , making it easier to securely share and discover machine learning (ML) models across your AWS accounts. Mitigation strategies : Implementing measures to minimize or eliminate risks.

Government 78

Government Management APIs Accountability 78

AWS Machine Learning

MARCH 29, 2024

In our previous post , we described how Amazon Lex integrates with the Talkdesk cloud contact center for the voice channel. In this post, we are focusing on the chat channel to show how to use Amazon Lex and the Amazon Lex Web UI to enable live agents to interact with your customers in real time.

Cloud contact 101

Cloud contact Contact Center Chatbots APIs 101

AWS Machine Learning

AUGUST 22, 2024

AWS recommends using AWS Identity Center if you have a large number of users in order to achieve a seamless user access management experience for multiple Amazon Q Business applications across many AWS accounts in AWS Organizations. Thus, the employees are able to converse securely and privately with this assistant.

Enterprise 111

Enterprise APIs Accountability Management 111

AWS Machine Learning

JULY 30, 2024

For example, it enables user subscription management across Amazon Q offerings and consolidates Amazon Q billing from across multiple AWS accounts. Additionally, Q Business conversation APIs employ a layer of privacy protection by leveraging trusted identity propagation enabled by IAM Identity Center. Finally, you have an OAuth 2.0

APIs 107

APIs Enterprise Accountability Management 107

AWS Machine Learning

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. Repeat the toxicity detection through the Comprehend API for the LLM generated response.

APIs 121

APIs Construction Engineering Enterprise 121

AWS Machine Learning

FEBRUARY 8, 2024

At the forefront of this evolution sits Amazon Bedrock , a fully managed service that makes high-performing foundation models (FMs) from Amazon and other leading AI companies available through an API. System integration – Agents make API calls to integrated company systems to run specific actions.

APIs 127

APIs Scripts Enterprise Management 127

AWS Machine Learning

MARCH 10, 2023

Online fraud has a widespread impact on businesses and requires an effective end-to-end strategy to detect and prevent new account fraud and account takeovers, and stop suspicious payment transactions. Example use cases for this could be payment processing or high-volume account creation.

APIs 117

APIs Banking Accountability Analytics 117

AWS Machine Learning

NOVEMBER 2, 2023

Amazon Bedrock is a fully managed service that makes foundation models from leading AI startups and Amazon available via easy-to-use API interfaces. The solution also uses the grammatical error correction API and the paraphrase API from AI21 to recommend word and sentence corrections.

APIs 113

APIs Education Transportation Accountability 113

AWS Machine Learning

AUGUST 27, 2024

Moreover, this capability prioritizes the connected Amazon Bedrock API source/primary region when possible, helping to minimize latency and improve responsiveness. Compatibility with existing Amazon Bedrock API No additional routing or data transfer cost and you pay the same price per token for models as in your source/primary region.

APIs 136

APIs Engineering Best practices Management 136

AWS Machine Learning

JULY 17, 2024

This post shows how to use AWS generative artificial intelligence (AI) services , like Amazon Q Business , with AWS Support cases, AWS Trusted Advisor , and AWS Health data to derive actionable insights based on common patterns, issues, and resolutions while using the AWS recommendations and best practices enabled by support data.

Scripts 103

Scripts APIs Enterprise Accountability 103

AWS Machine Learning

MARCH 26, 2024

One area that holds significant potential for improvement is accounts payable. On a high level, the accounts payable process includes receiving and scanning invoices, extraction of the relevant data from scanned invoices, validation, approval, and archival. It is available both as a synchronous or asynchronous API.

APIs 99

APIs Construction Analytics Enterprise 99

AWS Machine Learning

MAY 15, 2024

In this post, we explore how to build an application that generates tests tailored to your own lecture content. This post demonstrates how to use advanced prompt engineering to control an LLM’s behavior and responses. The Amazon Bedrock API returns the output Q&A JSON file to the Lambda function.

Education 119

Education APIs Engineering Banking 119

AWS Machine Learning

JANUARY 24, 2024

Building proofs of concept is relatively straightforward because cutting-edge foundation models are available from specialized providers through a simple API call. We demonstrate how to build an end-to-end RAG application using Cohere’s language models through Amazon Bedrock and a Weaviate vector database on AWS Marketplace.

Enterprise 129

Enterprise APIs Advertising Technology 129

AWS Machine Learning

JUNE 19, 2024

In this post, we show you how to unlock new levels of efficiency and creativity by bringing the power of generative AI directly into your Slack workspace using Amazon Bedrock. We show how to create a Slack application, configure the necessary permissions, and deploy the required resources using AWS CloudFormation.

APIs 87

APIs Engineering Accountability Big data 87

AWS Machine Learning

AUGUST 1, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading artificial intelligence (AI) companies like AI21 Labs, Anthropic, Cohere, Meta, Mistral AI, Stability AI, and Amazon through a single API. Amazon Bedrock service starts an import job in an AWS operated deployment account.

APIs 107

APIs Scripts Real estate Accountability 107

AWS Machine Learning

SEPTEMBER 6, 2023

In this post, we build a secure enterprise application using AWS Amplify that invokes an Amazon SageMaker JumpStart foundation model, Amazon SageMaker endpoints, and Amazon OpenSearch Service to explain how to create text-to-text or text-to-image and Retrieval Augmented Generation (RAG). You may need to request a quota increase.

Enterprise 105

Enterprise APIs Real estate Construction 105

AWS Machine Learning

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. The summary is stored inside an S3 bucket, which can be emptied using the extension’s Clean Up feature.

APIs 110

APIs Scripts Accountability Entertainment 110

AWS Machine Learning

OCTOBER 11, 2024

These agentic workflows decompose the natural language query-based tasks into multiple actionable steps with iterative feedback loops and self-reflection to produce the final result using tools and APIs. Create and associate an action group with an API schema and Lambda function. Provide a clear and concise agent instruction.

APIs 121

APIs Chatbots Accountability Feedback 121

AWS Machine Learning

AUGUST 22, 2024

After you configure your identity source, you can look up users or groups to grant them single sign-on access to AWS accounts, applications, or both. This is where you create your users and groups, and assign their level of access to your AWS accounts and applications. For Confluence Cloud, the _user_id is the account ID of the user.

APIs 91

APIs Enterprise Accountability Management 91

AWS Machine Learning

JULY 29, 2024

This post demonstrates how to use Amazon Q Business with SharePoint Online as the data source to provide answers, generate summaries, and present insights using least privilege access controls and best practices recommended by Microsoft SharePoint Dev Support Team. Choose API permissions under Manage in the navigation pane.

APIs 93

APIs Accountability Best practices Engineering 93

AWS Machine Learning

MARCH 15, 2023

The best practice for migration is to refactor these legacy codes using the Amazon SageMaker API or the SageMaker Python SDK. Step Functions is a serverless workflow service that can control SageMaker APIs directly through the use of the Amazon States Language. The following diagram shows how SageMaker spins up a Processing job.

Scripts 124

Scripts APIs Engineering Construction 124

AWS Machine Learning

NOVEMBER 15, 2024

In this post, we introduce the core dimensions of responsible AI and explore considerations and strategies on how to address these dimensions for Amazon Bedrock applications. When using the RetrieveAndGenerate API, the output includes the generated response, the source attribution, and the retrieved text chunks.

APIs 95

APIs Government Best practices Metrics 95

AWS Machine Learning

MARCH 1, 2024

In the following sections, we demonstrate how to use hybrid search with Knowledge Bases for Amazon Bedrock. Use hybrid search and semantic search options via SDK When you call the Retrieve API, Knowledge Bases for Amazon Bedrock selects the right search strategy for you to give you most relevant results.

APIs 116

APIs Finance Chatbots Enterprise 116

AWS Machine Learning

NOVEMBER 17, 2023

ReAct Prompting FMs determine how to solve user-requested tasks with a technique called ReAct. The thought is a reasoning step that helps demonstrate to the FM how to tackle the problem and identify an action to take. The action is an API that the model can invoke from an allowed set of APIs.

APIs 94

APIs Customer Service Construction Analytics 94

AWS Machine Learning

MAY 1, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Chatbots 111

Chatbots APIs Engineering Automotive 111

AWS Machine Learning

AUGUST 7, 2024

We then retrieve answers using standard RAG and a two-stage RAG, which involves a reranking API. Retrieve answers using the knowledge base retrieve API Evaluate the response using the RAGAS Retrieve answers again by running a two-stage RAG, using the knowledge base retrieve API and then applying reranking on the context.

APIs 117

APIs Chatbots Metrics Education 117

AWS Machine Learning

APRIL 23, 2024

Here are some features which we will cover: AWS CloudFormation support Private network policies for Amazon OpenSearch Serverless Multiple S3 buckets as data sources Service Quotas support Hybrid search, metadata filters, custom prompts for the RetreiveAndGenerate API, and maximum number of retrievals.

APIs 114

APIs Enterprise Scripts Accountability 114

AWS Machine Learning

NOVEMBER 13, 2023

You receive results through an API and pay only for what you use, with no minimum fees or upfront commitments. The post Architecting near real-time personalized recommendations with Amazon Personalize shows how to architect near real-time personalized recommendations using Amazon Personalize and AWS purpose-built data services.

Personalization 94

Personalization APIs Accountability Engineering 94