AWS Machine Learning

NOVEMBER 1, 2024

Users can manage and use application inference profiles using Bedrock APIs or the boto3 SDK: CreateInferenceProfile : Initiates a new inference profile, allowing users to configure the parameters for the profile. ConverseStream API : Similar to the Converse API but supports streaming responses for real-time interactions.

APIs 129

APIs Management Accountability Metrics 129

AWS Machine Learning

NOVEMBER 1, 2024

Dru on the backend decodes log data, deciphers error codes, and invokes API calls to troubleshoot. This approach allowed us to break the problem down into multiple steps: Identify the API route. Generate and invoke private API calls. For example, “Show me my backup failures for the past 72 hours, grouped by server.”

APIs 103

APIs Scripts Engineering Government 103

AWS Machine Learning

NOVEMBER 13, 2024

Because SageMaker Model Cards and SageMaker Model Registry were built on separate APIs, it was challenging to associate the model information and gain a comprehensive view of the model development lifecycle. SageMaker Model Registry catalogs your models along with their versions and associated metadata and metrics for training and evaluation.

Government 95

Government Engineering Metrics APIs 95

AWS Machine Learning

OCTOBER 2, 2024

In addition, they use the developer-provided instruction to create an orchestration plan and then carry out the plan by invoking company APIs and accessing knowledge bases using Retrieval Augmented Generation (RAG) to provide an answer to the user’s request. In Part 1, we focus on creating accurate and reliable agents.

Best practices 94

Best practices APIs Metrics Benchmark 94

AWS Machine Learning

APRIL 24, 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 using a single API, along with a broad set of capabilities you need to build generative AI applications with security, privacy, and responsible AI.

APIs 124

APIs Engineering Metrics Management 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 123

Real estate APIs Metrics Construction 123

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 115

APIs Calibration Best practices Healthcare 115

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.

APIs 84

APIs Government Best practices Metrics 84

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 118

APIs Construction Engineering Analytics 118

AWS Machine Learning

MAY 16, 2024

The main AWS services used are SageMaker, Amazon EMR , AWS CodeBuild , Amazon Simple Storage Service (Amazon S3), Amazon EventBridge , AWS Lambda , and Amazon API Gateway. Real-time recommendation inference The inference phase consists of the following steps: The client application makes an inference request to the API gateway.

Personalization 112

Personalization APIs Scripts Technical Support 112

AWS Machine Learning

APRIL 17, 2024

Metrics allow teams to understand workload behavior and optimize resource allocation and utilization, diagnose anomalies, and increase overall infrastructure efficiency. This solution deploys an Amazon EKS cluster with a node group that includes Inf1 instances. or later NPM version 10.0.0

APIs 116

APIs Metrics Accountability Management 116

AWS Machine Learning

OCTOBER 21, 2024

The agent can use company APIs and external knowledge through Retrieval Augmented Generation (RAG). When creating agents that use action groups , you can specify your function definitions as a JSON object to the agent or provide an API schema in the OpenAPI schema format. Sonnet or Anthropic’s Claude 3 Opus.

Best practices 85

Best practices APIs Entertainment Construction 85

AWS Machine Learning

JULY 25, 2024

This solution is applicable if you’re using managed nodes or self-managed node groups (which use Amazon EC2 Auto Scaling groups ) on Amazon EKS. The node recovery agent is a separate component that periodically checks the Prometheus metrics exposed by the node problem detector. and public.ecr.aws. and public.ecr.aws.

Construction 107

Construction Metrics Scripts Engineering 107

AWS Machine Learning

OCTOBER 23, 2024

Teachers often find themselves torn between assisting individual students and delivering group instruction, ultimately hindering the learning experience for all. This approach is particularly beneficial when a teacher delivers small group lessons while others learn independently.

Education 85

Education APIs Engineering Metrics 85

AWS Machine Learning

JUNE 5, 2024

In an Email phishing attempt, an email is sent as a mode of communication to group of people. You can train a custom classifier using either the Amazon Comprehend console or API. This confusion matrix provides metrics on how well the model performed in training.

APIs 104

APIs Metrics Accountability Enterprise 104

AWS Machine Learning

NOVEMBER 21, 2023

Layout extends Amazon Textract’s word and line detection by automatically grouping the text into these layout elements and sequencing them according to human reading patterns. The LAYOUT feature of AnalyzeDocument API can now detect up to ten different layout elements in a document’s page. Returned as LAYOUT_SECTION_HEADER block type.

APIs 104

APIs Construction Metrics Education 104

Whitepages Pro

APRIL 24, 2019

Our latest product innovation, Transaction Risk API , was specifically built for easy integration into sophisticated machine learning (ML) models and is designed to help eCommerce merchants, marketplaces, payment processors, and others manage payment fraud. Transaction Risk API delivers a response within 100 ms to meet this need.

APIs 40

APIs Marketing Engineering Metrics 40

AWS Machine Learning

JULY 30, 2024

The response from API calls are displayed to the end-user. Add a user to the Amazon Q Business application To start using the Amazon Q Business application, you can add users or groups to the Amazon Q Business application from your IAM Identity Center instance. Choose Add groups and users. Choose Add existing users and groups.

APIs 100

APIs Accountability Management Entertainment 100

AWS Machine Learning

OCTOBER 8, 2024

Throughout this blog post, we will be talking about AutoML to indicate SageMaker Autopilot APIs, as well as Amazon SageMaker Canvas AutoML capabilities. The following diagram depicts the basic AutoMLV2 APIs, all of which are relevant to this post. The diagram shows the workflow for building and deploying models using the AutoMLV2 API.

Metrics 89

Metrics APIs Sales Accountability 89

JustCall

JANUARY 23, 2024

Use WhatsApp Business Groups for Customer Support WhatsApp Business Groups can be an excellent platform for community support. You can create groups based on common interests or issues faced by customers. Pro Tip: It is crucial to moderate these groups actively. WhatsApp Business provides insights into various metrics.

Customer Service 52

Customer Service APIs Customer Support Metrics 52

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 101

APIs Best practices Engineering Metrics 101

AWS Machine Learning

JUNE 20, 2024

The idea is to use metrics to compare experiments during development. Running predictions on the test set records results with the metrics needed to compare experiments. A common metric is the accuracy, which is the percentage of the correct results. For example, it can be used for API access, building JSON data, and more.

Construction 100

Construction APIs Metrics Engineering 100

AWS Machine Learning

NOVEMBER 19, 2024

Builders’ sessions – These highly interactive 60-minute mini-workshops are conducted in small groups of fewer than 10 attendees. Gain insights into training strategies, productivity metrics, and real-world use cases to empower your developers to harness the full potential of this game-changing technology.

APIs 80

APIs Enterprise Best practices Government 80

AWS Machine Learning

FEBRUARY 14, 2023

After specifying the metrics that you want to track, you can identify which campaigns and recommenders are most impactful and understand the impact of recommendations on your business metrics. All customers want to track the metric that is most important for their business.

Personalization 78

Personalization Metrics APIs Management 78

AWS Machine Learning

NOVEMBER 17, 2022

Their production segment is therefore an integral building block for delivering on their mission—with a clearly stated ambition to become world-leading on metrics such as safety, environmental footprint, quality, and production costs. Yara has built APIs using Amazon API Gateway to expose the sensor data to applications such as ELC.

APIs 96

APIs Accountability Metrics Engineering 96

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 77

APIs Government Accountability Scripts 77

AWS Machine Learning

APRIL 4, 2024

A Lambda function performs the same data transformation operations as the batch ingestion job at the individual record level, and ingests the data into Amazon Personalize using the PutEvents and PutItems APIs. For more information about these metrics, see Evaluating a solution version with metrics.

Personalization 94

Personalization APIs Engineering Metrics 94

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 115

APIs Government Enterprise Engineering 115

AWS Machine Learning

AUGUST 3, 2022

With Feature Store, you have always been able to add metadata at the feature group level. For example, the information can include a description of the feature, the date it was last modified, its original data source, certain metrics, or the level of sensitivity. The following figure shows example feature groups and feature metadata.

APIs 88

APIs Engineering Entertainment Education 88

AWS Machine Learning

JUNE 25, 2024

A new automatic dashboard for Amazon Bedrock was added to provide insights into key metrics for Amazon Bedrock models. From here you can gain centralized visibility and insights to key metrics such as latency and invocation metrics. Optionally, you can select a specific model to isolate the metrics to one model.

Metrics 114

Metrics APIs Government Big data 114

AWS Machine Learning

NOVEMBER 14, 2023

During fine-tuning, we integrate SageMaker Experiments Plus with the Transformers API to automatically log metrics like gradient, loss, etc. HuggingFace Transformer APIs allow users to track metrics during training tasks through Callbacks. QLoRA reduces the computational cost of fine-tuning by quantizing model weights.

Management 108

Management Best practices APIs Calibration 108

AWS Machine Learning

JUNE 6, 2023

These new methods support common operations such as time travel, filtering duplicate records, and joining multiple feature groups while ensuring point-in-time accuracy. Solution overview To demonstrate the new functionality, we work with two datasets: leads and web marketing metrics. Join multiple feature groups.

APIs 86

APIs Metrics Telecommunications Marketing 86

AWS Machine Learning

APRIL 19, 2024

Solution overview In this section, we present a generic architecture that is similar to the one we use for our own workloads, which allows elastic deployment of models using efficient auto scaling based on custom metrics. The reverse proxy collects metrics about calls to the service and exposes them via a standard metrics API to Prometheus.

Metrics 119

Metrics APIs Scripts Construction 119

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 115

APIs Scripts Entertainment Personalization 115

AWS Machine Learning

NOVEMBER 22, 2023

Define goals and metrics – The function needs to deliver value to the organization in different ways. Establish regular cadence – The group should come together regularly to review their goals and metrics. Establish regular cadence – The group should come together regularly to review their goals and metrics.

Finance 98

Finance Best practices APIs Accountability 98

AWS Machine Learning

MAY 25, 2023

In addition, you can enhance your dashboard’s functionality by adding preprocessing logic, such as grouping similar top queries. Such grouping of similar queries can be done using the concept of semantic similarity. The Lambda functions upload the search metrics to an Amazon Simple Storage Service (Amazon S3) bucket.

Automotive 80

Automotive Metrics Analytics APIs 80

AWS Machine Learning

NOVEMBER 22, 2023

All of the AWS AI services (for example, Amazon Textract , Amazon Comprehend , or Amazon Comprehend Medical ) used in IDP solutions are fully managed AI services where AWS secures their physical infrastructure, API endpoints, OS, and application code, and handles service resilience and failover within a given region.

APIs 100

APIs Accountability Enterprise Transportation 100