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.

Scripts 124

Scripts APIs Engineering Construction 124

AWS Machine Learning

MAY 30, 2024

AWS Prototyping successfully delivered a scalable prototype, which solved CBRE’s business problem with a high accuracy rate (over 95%) and supported reuse of embeddings for similar NLQs, and an API gateway for integration into CBRE’s dashboards. The following diagram illustrates the web interface and API management layer.

Real estate 114

Real estate APIs Metrics Construction 114

AWS Machine Learning

OCTOBER 24, 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. What are some S3 best practices? What is the total revenue for each employee?

APIs 82

APIs Best practices Construction Engineering 82

TechSee

JUNE 9, 2022

Terilogy and KDDI Evolva will continue to work together to create best practices in the region that will serve as a reference for the call center market in Japan, improving CX and promoting DX for enterprise. Following is the original, translated Press Release. *. According to Terilogy research. Terilogy Co.,

Telecommunications 109

Telecommunications Construction Contact Center Technical Support 109

AWS Machine Learning

MAY 1, 2024

For interacting with AWS services, the AWS Amplify JS library for React simplifies the authentication, security, and API requests. The backend uses several serverless and event-driven AWS services, including AWS Step Functions for low-code workflows, AWS AppSync for a GraphQL API, and Amazon Translate. 1 – Translating a document.

APIs 108

APIs Construction Best practices Technology 108

AWS Machine Learning

JANUARY 8, 2024

The second approach is a turnkey deployment of various infrastructure components using AWS Cloud Development Kit (AWS CDK) constructs. The AWS CDK construct provides a resilient and flexible framework to process your documents and build an end-to-end IDP pipeline. Now on to our second solution for documents at scale.

Scripts 97

Scripts Construction APIs Healthcare 97

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

NOVEMBER 17, 2023

The action is an API that the model can invoke from an allowed set of APIs. Action groups are mapped to an AWS Lambda function and related API schema to perform API calls. Customers converse with the bot in natural language with multiple steps invoking external APIs to accomplish subtasks.

APIs 94

APIs Customer Service Construction Analytics 94

AWS Machine Learning

OCTOBER 3, 2024

In this post, we describe how Aviva built a fully serverless MLOps platform based on the AWS Enterprise MLOps Framework and Amazon SageMaker to integrate DevOps best practices into the ML lifecycle. We illustrate the entire setup of the MLOps platform using a real-world use case that Aviva has adopted as its first ML use case.

APIs 77

APIs Construction Engineering Accountability 77

AWS Machine Learning

NOVEMBER 14, 2024

Customers can use the SageMaker Studio UI or APIs to specify the SageMaker Model Registry model to be shared and grant access to specific AWS accounts or to everyone in the organization. It also helps achieve data, project, and team isolation while supporting software development lifecycle best practices.

Government 78

Government Management APIs Accountability 78

AWS Machine Learning

SEPTEMBER 8, 2023

The implementation used in this post utilizes the Amazon Textract IDP CDK constructs – AWS Cloud Development Kit (CDK) components to define infrastructure for Intelligent Document Processing (IDP) workflows – which allow you to build use case specific customizable IDP workflows. The DocumentSplitter is implemented as an AWS Lambda function.

Construction 112

Construction Metrics Best practices APIs 112

AWS Machine Learning

DECEMBER 14, 2023

The evolution continued in April 2023 with the introduction of Amazon Bedrock , a fully managed service offering access to cutting-edge foundation models, including Stable Diffusion, through a convenient API. These models are easily accessible through straightforward API calls, allowing you to harness their power effortlessly.

Entertainment 103

Entertainment Construction APIs Advertising 103

JivoChat

JUNE 20, 2022

You will understand how to use Java best practices, advanced Java concepts, and acquire important skills to be a web or Android developer, for instance. You will learn the best practices and coding conventions for writing Java code, and how to program using Java 8 constructs like Lambdas and Streams. JVM internals.

APIs 75

APIs Benchmark Best practices Construction 75

AWS Machine Learning

JUNE 15, 2023

We demonstrate how to use the AWS Management Console and Amazon Translate public API to deliver automatic machine batch translation, and analyze the translations between two language pairs: English and Chinese, and English and Spanish. In this post, we present a solution that D2L.ai

APIs 77

APIs Benchmark Best practices Engineering 77

AWS Machine Learning

OCTOBER 14, 2024

Agents automatically call the necessary APIs to interact with the company systems and processes to fulfill the request. The App calls the Claims API Gateway API to run the claims proxy passing user requests and tokens. Claims API Gateway runs the Custom Authorizer to validate the access token.

APIs 76

APIs Construction Government Big data 76

AWS Machine Learning

MAY 15, 2023

Unlike the existing Amazon Textract console demos, which impose artificial limits on the number of documents, document size, and maximum allowed number of pages, the Bulk Document Uploader supports processing up to 150 documents per request and has the same document size and page limits as the Amazon Textract APIs.

APIs 75

APIs Construction Accountability Best practices 75

AWS Machine Learning

AUGUST 22, 2024

The information is used to determine which content can be used to construct chat responses for a given user, according the end-user’s document access permissions. On the API tokens page, choose Create API token. You can’t retrieve the API token after you close the dialog box. Choose Create. Figure 15: Adding OAuth 2.0

APIs 91

APIs Enterprise Accountability Management 91

AWS Machine Learning

NOVEMBER 22, 2023

By using the Framework, you will learn operational and architectural best practices for designing and operating reliable, secure, efficient, cost-effective, and sustainable workloads in the cloud. The AWS Well-Architected Framework helps you understand the benefits and risks of decisions you make while building workloads on AWS.

Best practices 89

Best practices APIs Accountability Enterprise 89

AWS Machine Learning

NOVEMBER 29, 2024

Prompt engineering refers to the practice of writing instructions to get the desired responses from foundation models (FMs). You might have to spend months experimenting and iterating on your prompts, following the best practices for each model, to achieve your desired output. Question: What is the Eiffel Tower?

Benchmark 112

Benchmark Engineering Construction APIs 112

AWS Machine Learning

OCTOBER 2, 2023

For more information about best practices, refer to the AWS re:Invent 2019 talk, Build accurate training datasets with Amazon SageMaker Ground Truth. With this format, we can easily query the feature store and work with familiar tools like Pandas to construct a dataset to be used for training later.

Scripts 102

Scripts Construction Engineering APIs 102

AWS Machine Learning

MARCH 23, 2023

Applications and services can call the deployed endpoint directly or through a deployed serverless Amazon API Gateway architecture. To learn more about real-time endpoint architectural best practices, refer to Creating a machine learning-powered REST API with Amazon API Gateway mapping templates and Amazon SageMaker.

Scripts 103

Scripts APIs Government Analytics 103

AWS Machine Learning

MAY 8, 2023

In this post, we address these limitations by implementing the access control outside of the MLflow server and offloading authentication and authorization tasks to Amazon API Gateway , where we implement fine-grained access control mechanisms at the resource level using Identity and Access Management (IAM). Adds an IAM authorizer.

APIs 70

APIs Government Accountability Scripts 70

AWS Machine Learning

DECEMBER 6, 2023

Amazon Bedrock is fully serverless with no underlying infrastructure to manage extending access to available models through a single API. In Q4’s solution, we use Amazon Bedrock as a serverless, API-based, multi-foundation model building block. LangChain supports Amazon Bedrock as a multi-foundation model API.

Chatbots 107

Chatbots APIs Engineering CRM 107

AWS Machine Learning

APRIL 19, 2024

The Kubernetes semantics used by the provisioners support directed scheduling using Kubernetes constructs such as taints or tolerations and affinity or anti-affinity specifications; they also facilitate control over the number and types of GPU instances that may be scheduled by Karpenter. A managed node group with two c5.xlarge

Metrics 109

Metrics APIs Scripts Construction 109

AWS Machine Learning

APRIL 10, 2023

Within the realm of architectural design, Stable Diffusion inpainting can be applied to repair incomplete or damaged areas of building blueprints, providing precise information for construction crews. You can access these scripts with one click through the Studio UI or with very few lines of code through the JumpStart APIs.

Scripts 79

Scripts APIs Construction Finance 79

AWS Machine Learning

AUGUST 21, 2024

AWS HealthScribe is a fully managed API-based service that generates preliminary clinical notes offline after the patient’s visit, intended for application developers. In the future, we expect LMA for healthcare to use the AWS HealthScribe API in addition to other AWS services.

Healthcare 95

Healthcare Consulting Consulting APIs 95

AWS Machine Learning

AUGUST 14, 2024

Generative artificial intelligence (AI) provides the ability to take relevant information from a data source such as ServiceNow and provide well-constructed answers back to the user. It also exists as a learning tool for AWS users who want to ask questions about services and best practices in the cloud. Choose New.

APIs 100

APIs Enterprise Engineering Accountability 100

AWS Machine Learning

SEPTEMBER 18, 2023

The combination of Ray and SageMaker provides end-to-end capabilities for scalable ML workflows, and has the following highlighted features: Distributed actors and parallelism constructs in Ray simplify developing distributed applications. Ray AI Runtime (AIR) reduces friction of going from development to production.

Scripts 109

Scripts APIs Government Construction 109

AWS Machine Learning

OCTOBER 15, 2024

In the following sections, we walk you through constructing a scalable, serverless, end-to-end Public Speaking Mentor AI Assistant with Amazon Bedrock, Amazon Transcribe , and AWS Step Functions using provided sample code. Sonnet model, the system prompt, maximum tokens, and the transcribed speech text as inputs to the API.

APIs 111

APIs Construction Engineering Accountability 111

AWS Machine Learning

SEPTEMBER 1, 2023

In this scenario, the generative AI application, designed by the consumer, must interact with the fine-tuner backend via APIs to deliver this functionality to the end-users. If an organization has no AI/ML experts in their team, then an API service might be better suited for them. 15K available FM reference Step 1.

Engineering 112

Engineering Accountability Construction APIs 112

AWS Machine Learning

NOVEMBER 15, 2024

The prompt uses XML tags following Anthropic’s Claude best practices. An alternative approach to routing is to use the native tool use capability (also known as function calling) available within the Bedrock Converse API. Refer to this documentation for a detailed example of tool use with the Bedrock Converse API.

APIs 104

APIs Engineering Chatbots Construction 104

AWS Machine Learning

FEBRUARY 13, 2023

In this post, we enable the provisioning of different components required for performing log analysis using Amazon SageMaker on AWS DeepRacer via AWS CDK constructs. With the help of the AWS CDK, we can version control our provisioned resources and have a highly transportable environment that complies with enterprise-level best practices.

Scripts 73

Scripts Best practices Transportation Construction 73

AWS Machine Learning

MARCH 28, 2024

Solution overview In this post, we demonstrate the use of Mixtral-8x7B Instruct text generation combined with the BGE Large En embedding model to efficiently construct a RAG QnA system on an Amazon SageMaker notebook using the parent document retriever tool and contextual compression technique. We use an ml.t3.medium

Telecommunications 120

Telecommunications Healthcare Transportation Accountability 120

AWS Machine Learning

JANUARY 14, 2025

For example, in a network of agents working on software development, a coordinator agent can manage overall planning, a programming agent can generate correct code and test cases, and a code review agent can provide constructive feedback on the generated code. Each agent can be designed and customized to excel at a specific task.

Finance 91

Finance Benchmark Enterprise Construction 91

AWS Machine Learning

AUGUST 10, 2023

As recommended by AWS as a best practice , customers have used separate accounts to simplify policy management for users and isolate resources by workloads and account. He supports strategic customers with AI/ML best practices cross many industries. Keep the / at the end of the path.

Scripts 78

Scripts Accountability Metrics APIs 78

AWS Machine Learning

JULY 13, 2023

Amazon SageMaker distributed training jobs enable you with one click (or one API call) to set up a distributed compute cluster, train a model, save the result to Amazon Simple Storage Service (Amazon S3), and shut down the cluster when complete. colsample_bytree – Subsample ratio of columns when constructing each tree.

Metrics 67

Metrics Construction Best practices APIs 67

AWS Machine Learning

JULY 8, 2022

SageMaker enables you to implement MLOps best practices throughout the ML lifecycle, and provides templates and toolsets to reduce the undifferentiated heavy lifting to put ML projects in production. MLOps best practices with SageMaker. After you have a solid model, you can adopt the MLOps best practices with SageMaker.

Best practices 79

Best practices Scripts Construction Management 79