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 118

APIs Benchmark Construction Enterprise 118

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 99

Best practices APIs Metrics Accountability 99

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 106

Best practices APIs Transportation Scripts 106

AWS Machine Learning

JULY 7, 2022

You liked the overall experience and now want to deploy the bot in your production environment, but aren’t sure about best practices for Amazon Lex. In this post, we review the best practices for developing and deploying Amazon Lex bots, enabling you to streamline the end-to-end bot lifecycle and optimize your operations.

Best practices 98

Best practices Metrics APIs Accountability 98

AWS Machine Learning

JANUARY 10, 2023

This post describes the best practices for load testing a SageMaker endpoint to find the right configuration for the number of instances and size. From there, we dive into how you can track and understand the metrics and performance of the SageMaker endpoint utilizing Amazon CloudWatch metrics. Metrics to track.

Best practices 100

Best practices Scripts APIs Metrics 100

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. We also provide insights on how to achieve optimal results for different dataset sizes and use cases, backed by experimental data and performance metrics.

Best practices 98

Best practices APIs Finance Metrics 98

AWS Machine Learning

OCTOBER 2, 2024

Because this is an emerging area, best practices, practical guidance, and design patterns are difficult to find in an easily consumable basis. This integration makes sure enterprises can take advantage of the full power of generative AI while adhering to best practices in operational excellence.

Government 129

Government APIs Enterprise Best practices 129

AWS Machine Learning

NOVEMBER 6, 2023

In addition, we discuss the benefits of Custom Queries and share best practices for effectively using this feature. Refer to Best Practices for Queries to draft queries applicable to your use case. Adapters can be created via the console or programmatically via the API. MICR line format). Who is the payee?

APIs 129

APIs Best practices Banking Accountability 129

AWS Machine Learning

MARCH 14, 2025

Although automated metrics are fast and cost-effective, they can only evaluate the correctness of an AI response, without capturing other evaluation dimensions or providing explanations of why an answer is problematic. Human evaluation, although thorough, is time-consuming and expensive at scale.

APIs 68

APIs 68

AWS Machine Learning

FEBRUARY 25, 2025

Amazon Q Business only provides metric information that you can use to monitor your data source sync jobs. As a security best practice, storing the client application data in Secrets Manager is recommended. You must create and run the crawler that determines the documents your data source indexes. secrets_manager_client = boto3.client('secretsmanager')

Enterprise 104

Enterprise Engineering APIs Accountability 104

AWS Machine Learning

AUGUST 26, 2024

The GenASL web app invokes the backend services by sending the S3 object key in the payload to an API hosted on Amazon API Gateway. 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.

APIs 122

APIs Calibration Best practices Metrics 122

AWS Machine Learning

FEBRUARY 7, 2025

The implementation uses Slacks event subscription API to process incoming messages and Slacks Web API to send responses. The incoming event from Slack is sent to an endpoint in API Gateway, and Slack expects a response in less than 3 seconds, otherwise the request fails.

Entertainment 85

Entertainment APIs Technology Feedback 85

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

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 .

Best practices 62

Best practices Sales Contact center software Contact Center 62

AWS Machine Learning

DECEMBER 5, 2022

Then we dive into the two key metrics used to evaluate a biometric system’s accuracy: the false match rate (also known as false acceptance rate) and false non-match rate (also known as false rejection rate). Finally, we discuss a framework and best practices for performing an evaluation of an identity verification service.

Metrics 96

Metrics Best practices Banking APIs 96

Calabrio

MARCH 4, 2025

Find out what it takes to deliver winning service and sales experiences across channelsincluding the best omnichannel contact center software options to support your efforts in 2025. Businesses can track key metrics related to agent performance, customer satisfaction, and operational efficiency across all channels.

Contact Center 52

Contact Center Contact center software Multichannel APIs 52

AWS Machine Learning

JANUARY 29, 2025

To facilitate this, the centralized account uses API gateways or other integration points provided by the LOBs AWS accounts. The centralized team maintains adherence to common standards, best practices, and organizational policies, while also enabling efficient sharing and reuse of generative AI components.

Enterprise 98

Enterprise Government Accountability Finance 98

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 130

Real estate APIs Metrics Construction 130

AWS Machine Learning

FEBRUARY 5, 2025

Some links for security best practices are shared below but we strongly recommend reaching out to your account team for detailed guidance and to discuss the appropriate security architecture needed for a secure and compliant deployment. model API exposed by SageMaker JumpStart properly. The Llama 3.1

Chatbots 111

Chatbots Construction Best practices APIs 111

AWS Machine Learning

MAY 7, 2024

Amazon Transcribe The transcription for the entire video is generated using the StartTranscriptionJob API. The solution runs Amazon Rekognition APIs for label detection , text detection, celebrity detection , and face detection on videos. The metadata generated for each video by the APIs is processed and stored with timestamps.

APIs 137

APIs Advertising Entertainment Metrics 137

AWS Machine Learning

MARCH 3, 2025

They enable applications requiring very low latency or local data processing using familiar APIs and tool sets. This tool launches multiple requests from the test users client to the FM endpoint and measures various performance metrics, including TTFT. Each request contains a random prompt with a mean token count of 250 tokens.

APIs 73

APIs Benchmark Metrics Healthcare 73

AWS Machine Learning

JANUARY 10, 2024

The solution uses AWS Lambda , Amazon API Gateway , Amazon EventBridge , and SageMaker to automate the workflow with human approval intervention in the middle. The approver approves the model by following the link in the email to an API Gateway endpoint. API Gateway invokes a Lambda function to initiate model updates.

APIs 130

APIs Construction Engineering Analytics 130

AWS Machine Learning

OCTOBER 16, 2023

Apart from GPU provisioning, this setup also required data scientists to build a REST API wrapper for each model, which was needed to provide a generic interface for other company services to consume, and to encapsulate preprocessing and postprocessing of model data. Two MMEs were created at Veriff, one for staging and one for production.

APIs 116

APIs Best practices Engineering Metrics 116

aircall

MAY 28, 2021

With best practices for text messaging, your customer-facing teams will provide better service, while your sales and marketing teams can better interact with leads on a more personalized scale to more efficiently close deals. Why Use Text Messaging Best Practices. SMS Marketing: Text Messaging Marketing Best Practices.

Best practices 62

Best practices Sales Wireless Marketing 62

AWS Machine Learning

JULY 31, 2023

It also enables you to evaluate the models using advanced metrics as if you were a data scientist. In this post, we show how a business analyst can evaluate and understand a classification churn model created with SageMaker Canvas using the Advanced metrics tab. The F1 score provides a balanced evaluation of the model’s performance.

Metrics 98

Metrics Engineering Accountability Telecommunications 98

AWS Machine Learning

APRIL 23, 2024

The AWS Well-Architected Framework provides best practices and guidelines for designing and operating reliable, secure, efficient, and cost-effective systems in the cloud. It calls the CreateDataSource and DeleteDataSource APIs. Minimally, you must specify the following properties: Name – Specify a name for the knowledge base.

APIs 127

APIs Enterprise Scripts Accountability 127

Babelforce

MARCH 17, 2020

This is the second instalment in our list of call center best practices. 8 Define (and measure) the metrics that matter. Contact centers are among the most metric-motivated industries in the world. Choosing the right metrics is nuanced. So, is setting up a virtual call center a piece of call center best practice?

Best practices 52

Best practices Call Center virtual call center Interactive Voice Response 52

AWS Machine Learning

NOVEMBER 22, 2023

The AWS Well-Architected Framework provides a systematic way for organizations to learn operational and architectural best practices for designing and operating reliable, secure, efficient, cost-effective, and sustainable workloads in the cloud. This helps you avoid throttling limits on API calls due to polling the Get* APIs.

APIs 118

APIs Metrics Benchmark Enterprise 118

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 120

APIs Government Enterprise Engineering 120

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 137

Best practices Engineering SaaS Accountability 137

AWS Machine Learning

NOVEMBER 22, 2023

It also provides guidance to tackle common challenges, enabling you to architect your IDP workloads according to best practices. Focus areas The design principles and best practices of the Cost Optimization pillar are based on insights gathered from our customers and our IDP technical specialist communities.

Finance 113

Finance Best practices APIs Accountability 113

Cincom

MAY 8, 2024

By making communication a priority, companies see growth across all metrics. The key stages include: Initial Research: Early messaging should focus on educating prospects with thought leadership content detailing industry trends and best practices. Continuously analyze performance metrics on automation to refine over time.

Best practices 52

Best practices Metrics Education CRM 52

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. Pursue Metrics-Driven Quality and Continuous Improvement In IDP, what gets measured gets improved.

Best practices 119

Best practices Metrics Feedback Enterprise 119

AWS Machine Learning

MAY 30, 2023

Before optimizing an existing training job, we recommend following the best practices covered in Optimizing costs for machine learning with Amazon SageMaker : test your code locally and use local mode for testing, use pre-trained models where possible, and consider managed spot training (which can optimize cost up to 90% over On-Demand instances).

Best practices 96

Best practices APIs Metrics Enterprise 96

AWS Machine Learning

APRIL 22, 2024

It provides examples of use cases and best practices for using generative AI’s potential to accelerate sustainability and ESG initiatives, as well as insights into the main operational challenges of generative AI for sustainability. Throughout this lifecycle, implementing AWS Well-Architected Framework best practices is recommended.

Best practices 140

Best practices Benchmark Transportation Engineering 140

AWS Machine Learning

APRIL 12, 2023

All the training and evaluation metrics were inspected manually from Amazon Simple Storage Service (Amazon S3). For every epoch in our training, we were already sending our training metrics through stdOut in the script. This allows us to compare training metrics like accuracy and precision across multiple runs as shown below.

Scripts 109

Scripts APIs Metrics Best practices 109

CSM Magazine

NOVEMBER 4, 2024

Ongoing Optimization Continuous testing and analytics around localized content performance, engagement metrics, changing trends and needs enable refinement and personalization. Local cultural consultants help align content. Customer feedback channels also provide insight. Continuous IT cooperation is vital.

Customer Experience 52

Customer Experience APIs Advertising Marketing 52