AWS Machine Learning

JANUARY 4, 2024

In this post, we provide an introduction to text to SQL (Text2SQL) and explore use cases, challenges, design patterns, and best practices. Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) via a single API, enabling to easily build and scale Gen AI applications.

Best practices 141

Best practices Enterprise Engineering APIs 141

AWS Machine Learning

APRIL 10, 2025

In this post, we seek to address this growing need by offering clear, actionable guidelines and best practices on when to use each approach, helping you make informed decisions that align with your unique requirements and objectives. The following diagram illustrates the solution architecture.

APIs 128

APIs Metrics Best practices Construction 128

AWS Machine Learning

AUGUST 2, 2024

adds new APIs to customize GraphStorm pipelines: you now only need 12 lines of code to implement a custom node classification training loop. To help you get started with the new API, we have published two Jupyter notebook examples: one for node classification, and one for a link prediction task. Specifically, GraphStorm 0.3

APIs 121

APIs Benchmark Construction Enterprise 121

AWS Machine Learning

NOVEMBER 19, 2024

As attendees circulate through the GAIZ, subject matter experts and Generative AI Innovation Center strategists will be on-hand to share insights, answer questions, present customer stories from an extensive catalog of reference demos, and provide personalized guidance for moving generative AI applications into production.

APIs 111

APIs Enterprise Best practices Government 111

AWS Machine Learning

MARCH 6, 2023

In this post, we dive into tips and best practices for successful LLM training on Amazon SageMaker Training. The post covers all the phases of an LLM training workload and describes associated infrastructure features and best practices. Some of the best practices in this post refer specifically to ml.p4d.24xlarge

Best practices 108

Best practices APIs Transportation Scripts 108

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 108

Government Management APIs Accountability 108

AWS Machine Learning

OCTOBER 2, 2024

This two-part series explores best practices for building generative AI applications using Amazon Bedrock Agents. This data provides a benchmark for expected agent behavior, including the interaction with existing APIs, knowledge bases, and guardrails connected with the agent.

Best practices 101

Best practices APIs Metrics Accountability 101

AWS Machine Learning

APRIL 24, 2025

Enterprise-scale data presents specific challenges for NL2SQL, including the following: Complex schemas optimized for storage (and not retrieval) Enterprise databases are often distributed in nature and optimized for storage and not for retrieval. The end-user sends their natural language queries to the NL2SQL solution using a REST API.

Enterprise 113

Enterprise Construction Scripts APIs 113

AWS Machine Learning

NOVEMBER 1, 2024

In this post, we explore the best practices and lessons learned for fine-tuning Anthropic’s Claude 3 Haiku on Amazon Bedrock. Tools and APIs – For example, when you need to teach Anthropic’s Claude 3 Haiku how to use your APIs well.

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Best practices APIs Finance Metrics 99

AWS Machine Learning

NOVEMBER 21, 2024

The path to creating effective AI models for audio and video generation presents several distinct challenges. This setup follows AWS best practices for least-privilege access, making sure CloudFront can only access the specific UI files needed for the annotation interface.

APIs 104

APIs Feedback Telecommunications Management 104

AWS Machine Learning

APRIL 30, 2025

However, the journey from production-ready solutions to full-scale implementation can present distinct operational and technical considerations. For more information, you can watch the AWS Summit Milan 2024 presentation. This allowed them to quickly move their API-based backend services to a cloud-native environment.

Government 73

Government Engineering Enterprise APIs 73

CSM Magazine

DECEMBER 10, 2021

As a CX consultant with decades of experience in contact center solutions, Avtex has a unique viewpoint to the changing landscape of both CX and EX best practices. From a collaboration and communication perspective, cloud-based solutions present an obvious advantage for remote and hybrid work environments.

Best practices 98

Best practices Employee engagement Journey mapping Consulting 98

AWS Machine Learning

MARCH 27, 2025

Refer to Getting started with the API to set up your environment to make Amazon Bedrock requests through the AWS API. Test the code using the native inference API for Anthropics Claude The following code uses the native inference API to send a text message to Anthropics Claude. client = boto3.client("bedrock-runtime",

Education 114

Education Engineering APIs Enterprise 114

AWS Machine Learning

FEBRUARY 9, 2024

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

SaaS 144

SaaS APIs Government Accountability 144

AWS Machine Learning

MARCH 3, 2025

The device further processes this response, including text-to-speech (TTS) conversion for voice agents, before presenting it to the user. They enable applications requiring very low latency or local data processing using familiar APIs and tool sets.

APIs 89

APIs Benchmark Metrics Healthcare 89

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 131

Healthcare APIs Accountability Enterprise 131

aircall

MARCH 17, 2021

When you use best practices in sales planning, everyone involved benefits — marketing teams, sales managers, sales teams, and your customers. Best practices for sales planning begins with an overall comprehensive plan that serves as your roadmap for sales call planning. Best Practices to Improve Sales Planning .

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Best practices Sales Contact center software Contact Center 62

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 121

APIs Engineering Chatbots Construction 121

AWS Machine Learning

SEPTEMBER 28, 2023

A Generative AI Gateway can help large enterprises control, standardize, and govern FM consumption from services such as Amazon Bedrock , Amazon SageMaker JumpStart , third-party model providers (such as Anthropic and their APIs), and other model providers outside of the AWS ecosystem. What is a Generative AI Gateway?

APIs 123

APIs Government Enterprise Engineering 123

AWS Machine Learning

OCTOBER 19, 2023

In this post, we discuss how to use the Custom Moderation feature in Amazon Rekognition to enhance the accuracy of your pre-trained content moderation API. The unique ID of the trained adapter can be provided to the existing DetectModerationLabels API operation to process images using this adapter.

APIs 135

APIs Best practices Advertising Accountability 135

AWS Machine Learning

JULY 30, 2024

Additionally, Q Business conversation APIs employ a layer of privacy protection by leveraging trusted identity propagation enabled by IAM Identity Center. Amazon Q Business comes with rich API support to perform administrative tasks or to build an AI-assistant with customized user experience for your enterprise.

APIs 136

APIs Enterprise Accountability Management 136

CSM Magazine

FEBRUARY 19, 2025

Challenge 2: Integration with Wearables and Third-Party APIs Many people use smartwatches and heart rate monitors to measure sleep, stress, and physical activity, which may affect mental health. Third-party APIs may link apps to healthcare and meditation services. However, integrating these diverse sources is not straightforward.

APIs 52

APIs Healthcare Gamification Consulting 52

AWS Machine Learning

MARCH 26, 2024

The next stage is the extraction phase, where you pass the collected invoices and receipts to the Amazon Textract AnalyzeExpense API to extract financially related relationships between text such as vendor name, invoice receipt date, order date, amount due, amount paid, and so on. It is available both as a synchronous or asynchronous API.

APIs 126

APIs Construction Analytics Enterprise 126

AWS Machine Learning

FEBRUARY 9, 2023

In this post, we discuss the benefits of the AnalyzeDocument Signatures feature and how the AnalyzeDocument Signatures API helps detect signatures in documents. Lastly, we share some best practices for using this feature. The feature detects and presents the signature with its corresponding page and confidence score.

APIs 105

APIs Best practices Banking Enterprise 105

AWS Machine Learning

FEBRUARY 1, 2024

Make sure to use best practices for rate limiting, backoff and retry, and load shedding. This pattern achieves a statically stable architecture, which is a resiliency best practice. Although generative AI applications have some interesting nuances, the existing resilience patterns and best practices still apply.

Best practices 138

Best practices Engineering SaaS Accountability 138

AWS Machine Learning

SEPTEMBER 18, 2024

From our experience, artifact server has some limitations, such as limits on artifact size (because of sending it using REST API). Environment variables : Set environment variables, such as model paths, API keys, and other necessary parameters. The main parts we use are tracking the server and model registry.

APIs 125

APIs Engineering Analytics Marketing 125

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 145

Scripts APIs Engineering Construction 145

AWS Machine Learning

NOVEMBER 17, 2023

User-generated content (UGC) presents complex challenges for safety. In this post, we explain the common practice of live stream visual moderation with a solution that uses the Amazon Rekognition Image API to moderate live streams. Cost is an important consideration in any live stream moderation solution.

APIs 118

APIs Engineering Advertising Accountability 118

AWS Machine Learning

MAY 1, 2024

This post presents a solution for developing a chatbot capable of answering queries from both documentation and databases, with straightforward deployment. This function invokes a set of actions associated with the agent, following a predefined API schema.

Chatbots 133

Chatbots APIs Engineering Automotive 133

AWS Machine Learning

JUNE 11, 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, Mistral AI, 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.

APIs 126

APIs Best practices Technology Management 126

CSM Magazine

DECEMBER 27, 2023

Automated API testing stands as a cornerstone in the modern software development cycle, ensuring that applications perform consistently and accurately across diverse systems and technologies. Continuous learning and adaptation are essential, as the landscape of API technology is ever-evolving.

APIs 52

APIs Benchmark Best practices Technology 52

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 129

Scripts APIs Enterprise Accountability 129

AWS Machine Learning

SEPTEMBER 8, 2023

Amazon Rekognition makes it easy to add image analysis capability to your applications without any machine learning (ML) expertise and comes with various APIs to fulfil use cases such as object detection, content moderation, face detection and analysis, and text and celebrity recognition, which we use in this example.

APIs 128

APIs Scripts Entertainment Personalization 128

AWS Machine Learning

SEPTEMBER 4, 2024

The solution should seamlessly integrate with your existing product catalog API and dynamically adapt the conversation flow based on the user’s responses, reducing the need for extensive coding. The agent queries the product information stored in an Amazon DynamoDB table, using an API implemented as an AWS Lambda function.

Chatbots 94

Chatbots APIs Construction Best practices 94

AWS Machine Learning

OCTOBER 8, 2024

In this post, we present a solution that harnesses the power of generative AI to streamline the user onboarding process for financial services through a digital assistant. Implementing digital onboarding reduces the accessibility barriers present in traditional manual account opening processes. Using Anthropic’s Claude 3.5

Banking 123

Banking APIs Accountability Engineering 123

AWS Machine Learning

FEBRUARY 10, 2025

You can deploy or fine-tune models through an intuitive UI or APIs, providing flexibility for all skill levels. The task includes a template for counting how many of each color of blocks are present, where {color} will be replaced with actual color of the block. This agent is equipped with a tool called BlocksCounterTool.

Enterprise 120

Enterprise Engineering APIs Chatbots 120

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.

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APIs Accountability Best practices Engineering 118