AWS Machine Learning

MARCH 25, 2025

Automated safety guards Integrated Amazon CloudWatch alarms monitor metrics on an inference component. AlarmName This CloudWatch alarm is configured to monitor metrics on an InferenceComponent. For more information about the SageMaker AI API, refer to the SageMaker AI API Reference.

APIs 101

APIs Engineering Accountability Metrics 101

AWS Machine Learning

MARCH 6, 2025

Current RAG pipelines frequently employ similarity-based metrics such as ROUGE , BLEU , and BERTScore to assess the quality of the generated responses, which is essential for refining and enhancing the models capabilities. More sophisticated metrics are needed to evaluate factual alignment and accuracy.

Metrics 109

Metrics Enterprise APIs Engineering 109

AWS Machine Learning

APRIL 10, 2025

Introduction to Amazon Nova models Amazon Nova is a new generation of foundation model (FM) offering frontier intelligence and industry-leading price-performance. Create a fine-tuning job Fine-tuning Amazon Nova models through the Amazon Bedrock API is a streamlined process: On the Amazon Bedrock console, choose us-east-1 as your AWS Region.

APIs 112

APIs Metrics Best practices Construction 112

AWS Machine Learning

APRIL 10, 2025

For instance, Pixtral Large is highly effective at spotting irregularities or insightful trends within training loss curves or performance metrics, enhancing the accuracy of data-driven decision-making. By choosing View API , you can also access the model using code examples in the AWS Command Line Interface (AWS CLI) and AWS SDKs.

APIs 95

APIs Management Marketing Engineering 95

AWS Machine Learning

SEPTEMBER 28, 2023

In this post, we describe the enhancements to the forecasting capabilities of SageMaker Canvas and guide you on using its user interface (UI) and AutoML APIs for time-series forecasting. While the SageMaker Canvas UI offers a code-free visual interface, the APIs empower developers to interact with these features programmatically.

APIs 117

APIs Construction Finance Enterprise 117

AWS Machine Learning

FEBRUARY 18, 2025

During these live events, F1 IT engineers must triage critical issues across its services, such as network degradation to one of its APIs. This impacts downstream services that consume data from the API, including products such as F1 TV, which offer live and on-demand coverage of every race as well as real-time telemetry.

APIs 73

APIs Engineering Metrics Big data 73

AWS Machine Learning

NOVEMBER 15, 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.

Chatbots 117

Chatbots Engineering Enterprise Government 117

AWS Machine Learning

MARCH 3, 2025

Amazon Bedrock Marketplace is a new capability in Amazon Bedrock that enables developers to discover, test, and use over 100 popular, emerging, and specialized foundation models (FMs) alongside the current selection of industry-leading models in Amazon Bedrock. To begin using Pixtral 12B, choose Deploy.

Benchmark 96

Benchmark APIs Enterprise Construction 96

AWS Machine Learning

SEPTEMBER 20, 2024

Amazon Bedrock agents use LLMs to break down tasks, interact dynamically with users, run actions through API calls, and augment knowledge using Amazon Bedrock Knowledge Bases. In this post, we demonstrate how to use Amazon Bedrock Agents with a web search API to integrate dynamic web content in your generative AI application.

APIs 105

APIs Chatbots Construction Engineering 105

AWS Machine Learning

FEBRUARY 21, 2025

The solution uses the FMs tool use capabilities, accessed through the Amazon Bedrock Converse API. This enables the FMs to not just process text, but to actively engage with various external tools and APIs to perform complex document analysis tasks. For more details on how tool use works, refer to The complete tool use workflow.

APIs 87

APIs Healthcare Consulting Consulting 87

AWS Machine Learning

SEPTEMBER 7, 2023

In February 2022, Amazon Web Services added support for NVIDIA GPU metrics in Amazon CloudWatch , making it possible to push metrics from the Amazon CloudWatch Agent to Amazon CloudWatch and monitor your code for optimal GPU utilization. Then we explore two architectures. already installed. eks-create.sh 19 private:192.168.128.0/19

Metrics 114

Metrics APIs Management Engineering 114

AWS Machine Learning

NOVEMBER 19, 2024

Learn how you can use leading foundation models (FMs) from industry leaders and Amazon to build and scale your generative AI applications, and understand customization techniques like fine-tuning and Retrieval Augmented Generation (RAG). Fifth, we’ll showcase various generative AI use cases across industries.

APIs 94

APIs Enterprise Best practices Government 94

AWS Machine Learning

NOVEMBER 14, 2024

The user’s request is sent to AWS API Gateway , which triggers a Lambda function to interact with Amazon Bedrock using Anthropic’s Claude Instant V1 FM to process the user’s request and generate a natural language response of the place location. It will then return the place name with the highest similarity score.

APIs 110

APIs Engineering Personalization Transportation 110

AWS Machine Learning

OCTOBER 16, 2024

Frontend and API The CQ application offers a robust search interface specially crafted for call quality agents, equipping them with powerful auditing capabilities for call analysis. Additionally, the application offers backend dashboards tailored to MLOps functionalities, ensuring smooth monitoring and optimization of machine learning models.

Customer Service 83

Customer Service Scripts Coaching Finance 83

AWS Machine Learning

JANUARY 7, 2025

However, the industry is seeing enough potential to consider LLMs as a valuable option. For customers operating in global industries, potentially translating to and from over 10 languages, this approach can prove to be operationally complex and costly. The translated text should be different and closer to a more natural translation.

Engineering 106

Engineering Metrics industry standards Finance 106

AWS Machine Learning

FEBRUARY 24, 2025

Amazon Bedrock Marketplace is a new capability in Amazon Bedrock that developers can use to discover, test, and use over 100 popular, emerging, and specialized foundation models (FMs) alongside the current selection of industry-leading models in Amazon Bedrock. It doesnt support Converse APIs or other Amazon Bedrock tooling.

APIs 84

APIs Enterprise Benchmark Feedback 84

AWS Machine Learning

OCTOBER 2, 2024

It’s a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like Anthropic, Cohere, Meta, Mistral 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.

Government 121

Government APIs Enterprise Best practices 121

AWS Machine Learning

MARCH 27, 2024

This requires carefully combining applications and metrics to provide complete awareness, accuracy, and control. The zAdviser uses Amazon Bedrock to provide summarization, analysis, and recommendations for improvement based on the DORA metrics data. It’s also vital to avoid focusing on irrelevant metrics or excessively tracking data.

Enterprise 114

Enterprise APIs Metrics Engineering 114

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 132

APIs Chatbots Metrics Education 132

AWS Machine Learning

MAY 7, 2024

It offers solutions for media transcription, facial recognition, content summarization, object detection, and other AI capabilities to solve the unique challenges professionals face across industries. Amazon Transcribe The transcription for the entire video is generated using the StartTranscriptionJob API.

APIs 129

APIs Advertising Entertainment Metrics 129

AWS Machine Learning

OCTOBER 24, 2024

This two-part series shares the insights gained by AWS GenAIIC from direct experience building RAG solutions across a wide range of industries. The retrieve_and_generate API does both the retrieval and a call to an FM (Amazon Titan or Anthropic’s Claude family of models on Amazon Bedrock ), for a fully managed solution.

Chatbots 87

Chatbots Metrics Scripts APIs 87

AWS Machine Learning

MARCH 3, 2025

AWS Local Zones are a type of edge infrastructure deployment that places select AWS services close to large population and industry centers. They enable applications requiring very low latency or local data processing using familiar APIs and tool sets. Each request contains a random prompt with a mean token count of 250 tokens.

APIs 79

APIs Benchmark Metrics Healthcare 79

AWS Machine Learning

DECEMBER 2, 2024

NVIDIA NIM microservices in the AWS Marketplace facilitates seamless deployment in SageMaker so that organizations across various industries can develop, deploy, and scale their generative AI applications more quickly and effectively than ever. Prior to joining AWS, Dr. Li held data science roles in the financial and retail industries.

Enterprise 111

Enterprise Benchmark Technology APIs 111

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 125

APIs Construction Engineering Analytics 125

AWS Machine Learning

NOVEMBER 3, 2022

In Part 1 of this series, we discussed intelligent document processing (IDP), and how IDP can accelerate claims processing use cases in the insurance industry. Intelligent document processing with AWS AI and Analytics services in the insurance industry. Extract default entities with the Amazon Comprehend DetectEntities API.

Analytics 90

Analytics APIs Healthcare Big data 90

AWS Machine Learning

JULY 10, 2024

This process enhances task-specific model performance, allowing the model to handle custom use cases with task-specific performance metrics that meet or surpass more powerful models like Anthropic Claude 3 Sonnet or Anthropic Claude 3 Opus. Under Output data , for S3 location , enter the S3 path for the bucket storing fine-tuning metrics.

APIs 132

APIs Airlines Metrics Engineering 132

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 79

Entertainment APIs Technology Feedback 79

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 129

Real estate APIs Metrics Construction 129

AWS Machine Learning

OCTOBER 18, 2023

The solution uses the following services: Amazon API Gateway is a fully managed service that makes it easy for developers to publish, maintain, monitor, and secure APIs at any scale. Purina’s solution is deployed as an API Gateway HTTP endpoint, which routes the requests to obtain pet attributes.

APIs 121

APIs Metrics Consulting Consulting 121

AWS Machine Learning

DECEMBER 29, 2022

Documents are a primary tool for record keeping, communication, collaboration, and transactions across many industries, including financial, medical, legal, and real estate. The Signatures feature is available as part of the AnalyzeDocument API. Learn more about how to use this feature in our documentation for the AnalyzeDocument API.

APIs 113

APIs Banking Real estate Healthcare 113

CCNG

MAY 30, 2024

Forecasting Core Features The Ability to Consume Historical Data Whether it’s from a copy/paste of a spreadsheet or an API connection, your WFM platform must have the ability to consume historical data.

Abandon rate 195

Abandon rate CCNG Average Handle Time Contact Center 195

AWS Machine Learning

NOVEMBER 22, 2022

The solution improved the manual forecast by an average of 10% in regards to the WAPE metric. In this post, we present the workflow and the critical elements to implement—from proof of concept (POC) to production—a demand forecasting system with Amazon Forecast, focused on challenges in the retail industry. Target dataset generation.

Sales 94

Sales Metrics APIs Healthcare 94

AWS Machine Learning

SEPTEMBER 28, 2023

Regulated and compliance-oriented industries, such as financial services, healthcare and life sciences, and government institutes, face unique challenges in ensuring the secure and responsible consumption of these models. In addition, API Registries enabled centralized governance, control, and discoverability of APIs.

APIs 120

APIs Government Enterprise Engineering 120

AWS Machine Learning

FEBRUARY 25, 2025

Amazon Q Business only provides metric information that you can use to monitor your data source sync jobs. With the connector ready, move over to the SageMaker Studio notebook and perform data synchronization operations by invoking Amazon Q Business APIs. secrets_manager_client = boto3.client('secretsmanager')

Enterprise 91

Enterprise Engineering APIs Accountability 91

AWS Machine Learning

JULY 29, 2024

You can also either use the SageMaker Canvas UI, which provides a visual interface for building and deploying models without needing to write any code or have any ML expertise, or use its automated machine learning (AutoML) APIs for programmatic interactions.

APIs 109

APIs Scripts Benchmark Metrics 109

AWS Machine Learning

JANUARY 24, 2025

Analyze results through metrics and evaluation. Under Output data , for S3 location , enter the S3 path for the bucket storing fine-tuning metrics. Model customization in Amazon Bedrock involves the following actions: Create training and validation datasets. Set up IAM permissions for data access. Configure a KMS key and VPC.

Best practices 113

Best practices Accountability industry standards Metrics 113

AWS Machine Learning

JULY 3, 2024

This new functionality offers industry-leading safety measures that filter harmful content and protect sensitive information in your documents, improving user experience and aligning with organizational standards. An example query could be, “What are the recent performance metrics for our high-net-worth clients?”

APIs 129

APIs Banking Metrics Management 129