AWS Machine Learning

JANUARY 28, 2025

Evaluation algorithm Computes evaluation metrics to model outputs. Different algorithms have different metrics to be specified. It functions as a standalone HTTP server that provides various REST API endpoints for monitoring, recording, and visualizing experiment runs. This allows you to keep track of your ML experiments.

Management 113

Management APIs Engineering Metrics 113

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 127

Real estate APIs Metrics Construction 127

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 124

Personalization APIs Scripts Technical Support 124

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 127

APIs Construction Engineering Analytics 127

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 123

APIs Metrics Accountability Management 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 119

APIs Calibration Best practices Metrics 119

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 110

APIs Government Best practices Metrics 110

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 120

APIs Metrics Accountability Enterprise 120

ProProfs Blog

JUNE 26, 2020

Application Program Interface (API). Application Programming Interface (API) is a combination of various protocols, tools, and codes. The function of the API enables apps to communicate with each other. Chat Response Time is a metric to monitor how much time your operators took to respond to chats. Chat Duration.

Customer Service 179

Customer Service APIs Customer Support Feedback 179

AWS Machine Learning

DECEMBER 9, 2024

However, keeping track of numerous experiments, their parameters, metrics, and results can be difficult, especially when working on complex projects simultaneously. We define the SageMaker-associated private subnets and security group in the configuration file. We specify the security group and subnets information in VpcConfig.

Metrics 103

Metrics APIs Engineering Accountability 103

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 115

APIs Construction Metrics Education 115

AWS Machine Learning

NOVEMBER 26, 2024

The Sophos Artificial Intelligence (AI) group (SophosAI) oversees the development and maintenance of Sophos’s major ML security technology. To gain a general understanding of the quality of a model’s incident summarization, we use a set of five distinct metrics and rely on a dataset comprising of N incidents.

APIs 101

APIs Metrics SaaS Engineering 101

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 97

Best practices APIs Metrics Accountability 97

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 112

Construction Metrics Scripts Engineering 112

AWS Machine Learning

MAY 4, 2023

Time series forecasting using Forecast The workflow for Forecast involves the following common concepts: Importing datasets – In Forecast, a dataset group is a collection of datasets, schema, and forecast results that go together. For more details, refer to Importing Datasets. For more information, refer to Training Predictors.

Metrics 132

Metrics APIs Management Advertising 132

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 113

APIs Accountability Management Entertainment 113

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 98

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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 113

APIs Best practices Engineering Metrics 113

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 98

APIs Engineering Entertainment Education 98

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 97

APIs Government Accountability Scripts 97

AWS Machine Learning

JANUARY 24, 2025

Analyze results through metrics and evaluation. This VPC endpoint security group only allows traffic originating from the security group attached to your VPC private subnets, adding a layer of protection. Choose Create security group. For Security group name , enter a name (for example, bedrock-kms-interface-sg ).

Best practices 112

Best practices Accountability industry standards Metrics 112

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 98

APIs Accountability Metrics Engineering 98

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 113

Construction APIs Metrics Engineering 113

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 123

APIs Scripts Entertainment Personalization 123

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 118

APIs Government Enterprise Engineering 118

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.

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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 117

Management Best practices APIs Calibration 117

AWS Machine Learning

MAY 31, 2023

Triton with PyTorch backend The PyTorch backend is designed to run TorchScript models using the PyTorch C++ API. When configuring your auto scaling groups for SageMaker endpoints, you may want to consider SageMakerVariantInvocationsPerInstance as the primary criteria to determine the scaling characteristics of your auto scaling group.

APIs 116

APIs Scripts Engineering Accountability 116

AWS Machine Learning

NOVEMBER 22, 2022

We also demonstrate how to understand the different sentiments associated with specific entities in the text (such as company, product, person, or brand) directly from the API. The Amazon Comprehend sentiment API identifies the overall sentiment for a text document. Use cases for real-time sentiment analysis. Step Functions Workflow.

APIs 96

APIs CRM Feedback B2C 96

Inbenta

JULY 3, 2020

This way, you can easily search through your contacts and keep them grouped and organized. Statistics – WhatsApp for Business lets you access key metrics like how many of your messages were sent, delivered, and read. WhatsApp Business offers an API (Application Programming Interface). WhatsApp Business chatbots.

Chatbots 98

Chatbots APIs Wait times CRM 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 99

Automotive Metrics Analytics APIs 99

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 119

Metrics APIs Government Big data 119

AWS Machine Learning

APRIL 18, 2024

When the user is authenticated, the web application establishes a secure GraphQL connection to the AWS AppSync API, and subscribes to receive real-time events such as new calls and call status changes for the meetings list page, and new or updated transcription segments and computed analytics for the meeting details page.

APIs 137

APIs Accountability Analytics Entertainment 137

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 98

APIs Metrics Telecommunications Marketing 98

AWS Machine Learning

NOVEMBER 3, 2022

In Part 1, we saw how to use Amazon Textract APIs to extract information like forms and tables from documents, and how to analyze invoices and identity documents. Extract default entities with the Amazon Comprehend DetectEntities API. The response from the DetectEntities API includes the default entities. Extraction phase.

Analytics 98

Analytics APIs Healthcare Big data 98

AWS Machine Learning

JANUARY 5, 2024

Query training results: This step calls the Lambda function to fetch the metrics of the completed training job from the earlier model training step. RMSE threshold: This step verifies the trained model metric (RMSE) against a defined threshold to decide whether to proceed towards endpoint deployment or reject this model.

Management 131

Management APIs Engineering Government 131

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 100

Personalization APIs Engineering Metrics 100