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What is Amazon SageMaker Debugger?

Improve machine learning models by capturing real-time training metrics and initiating alerts for any detected anomalies. To reduce both training time and expenses, the training process can automatically stop once the desired accuracy is achieved. Additionally, it is crucial to continuously evaluate and oversee system resource utilization, generating alerts when any limitations are detected to enhance resource efficiency. With the use of Amazon SageMaker Debugger, the troubleshooting process during training can be significantly accelerated, turning what usually takes days into just a few minutes by automatically pinpointing and notifying users about prevalent training challenges, such as extreme gradient values. Alerts can be conveniently accessed through Amazon SageMaker Studio or configured via Amazon CloudWatch. Furthermore, the SageMaker Debugger SDK is specifically crafted to autonomously recognize new types of model-specific errors, encompassing issues related to data sampling, hyperparameter configurations, and values that surpass acceptable thresholds, thereby further strengthening the reliability of your machine learning models. This proactive methodology not only conserves time but also guarantees that your models consistently operate at peak performance levels, ultimately leading to better outcomes and improved overall efficiency.

What is Airbrake?

Effortlessly oversee and resolve application errors in mere minutes with Airbrake, a powerful tool designed for error detection and monitoring. Its efficient features empower users to quickly identify, assess, and rectify problems, encompassing parameters, stack traces, and affected users. The platform offers detailed dashboards that facilitate easy tracking and management of errors, making the process streamlined and efficient. Furthermore, Airbrake's web application is optimized for mobile use, allowing you to manage errors on the go, regardless of your location. This adaptability not only enhances productivity but also positions Airbrake as an indispensable asset for developers aiming to improve the reliability of their applications. By utilizing Airbrake, teams can ensure a smoother user experience and minimize downtime effectively.

Media

Media

Integrations Supported

AWS Lambda
Amazon SageMaker
Amazon Web Services (AWS)
Change Healthcare Data & Analytics
Keras
TensorFlow

Integrations Supported

APIANT
AlertOps
BugHerd
CA Flowdock
Geckoboard
Idobata
KonnectzIT
MangoApps
Rippling
Slack
Workato
Zapier
imgproxy

API Availability

API Availability

Pricing Information

Pricing not provided

Pricing Information

$49.00/month
Starting price $59.00/month
Free Version
Free Trial Offered?

Supported Platforms

SaaS

Supported Platforms

SaaS
Android
iPhone
iPad

Customer Service / Support

24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
Web-Based Support

Training Options

Documentation Hub
Webinars

Training Options

Documentation Hub
On-Site Training

Company Facts

Organization Name

Amazon

Date Founded

1994

Company Location

United States

Company Website

aws.amazon.com/sagemaker/debugger/

Company Facts

Organization Name

Airbrake

Company Location

United States

Company Website

airbrake.io

Categories and Features

AI Infrastructure

Not specified

Debugging

Not specified

Machine Learning

Not specified

Categories and Features

Application Development

Access Controls/Permissions
Code Refactoring
Collaboration Tools
Compatibility Testing
Data Modeling
Debugging
Deployment Management
Reporting/Analytics
Software Development
Source Control
Web App Development

Debugging

Not specified

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