MLBox

MLBox

Axel ARONIO DE ROMBLAY
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About

MLBox is a powerful Automated Machine Learning python library. It provides the following features fast reading and distributed data preprocessing/cleaning/formatting, highly robust feature selection and leak detection, accurate hyper-parameter optimization in high-dimensional space, state-of-the art predictive models for classification and regression (Deep Learning, Stacking, LightGBM), and prediction with models interpretation. MLBox main package contains 3 sub-packages: preprocessing, optimization and prediction. Each one of them are respectively aimed at reading and preprocessing data, testing or optimizing a wide range of learners and predicting the target on a test dataset.

About

The Robust Intelligence Platform integrates seamlessly into your ML lifecycle to eliminate model failures. The platform detects your model’s vulnerabilities, prevents aberrant data from entering your AI system, and detects statistical data issues like drift. At the core of our test-based approach is a single test. Each test measures your model’s robustness to a specific type of production model failure. Stress Testing runs hundreds of these tests to measure model production readiness. The results of these tests are used to auto-configure a custom AI Firewall that protects the model against the specific forms of failure to which a given model is susceptible. Finally, Continuous Testing runs these tests during production, providing automated root cause analysis informed by the underlying cause of any single test failure. Using all three elements of the Robust Intelligence platform together helps ensure ML Integrity.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Individuals looking for an automated Machine Learning Python library

Audience

Companies looking for a Machine Learning solution that that integrates seamlessly into the AI development life cycle to ensure robustness and reliability

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

No information available.
Free Version
Free Trial

Pricing

No information available.
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

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Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Axel ARONIO DE ROMBLAY
Founded: 2017
mlbox.readthedocs.io/en/latest/

Company Information

Robust Intelligence
Founded: 2019
United States
www.robustintelligence.com

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Artelnics

Categories

Categories

Integrations

Amazon Redshift
Amazon S3
Amazon SageMaker
Azure Blob Storage
DataRobot
Databricks Data Intelligence Platform
GitHub
Google Cloud BigQuery
Google Cloud Storage
H2O.ai
IBM watsonx.data
Kubeflow
MLflow
PyTorch
Python
Snowflake
TensorFlow

Integrations

Amazon Redshift
Amazon S3
Amazon SageMaker
Azure Blob Storage
DataRobot
Databricks Data Intelligence Platform
GitHub
Google Cloud BigQuery
Google Cloud Storage
H2O.ai
IBM watsonx.data
Kubeflow
MLflow
PyTorch
Python
Snowflake
TensorFlow
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