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DataHeroes

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About

DataHeroes provides a Python library designed to enhance machine learning (ML) model development by utilizing a unique Coreset Tree data structure. This innovative approach speeds up training and hyperparameter tuning by reducing the dataset size while maintaining its statistical properties. Users can easily integrate new data without creating biases, allowing for quick updates. DataHeroes enables real-time ML model training, significantly reducing compute costs and emissions, promoting more frequent retraining, and ensuring high-quality model performance in production. It is suitable for various use cases, including real-time machine learning and hyperparameter tuning.

Platform

Keywords

machine learning real-time model training hyperparameter tuning coreset

Task

Features

• real-time machine learning models

• fast hyperparameter tuning

• efficient use of a unique coreset tree structure

• quick updates to models with new data

• reduced compute costs and emissions

Pricing Plans

Free Forever

• Unlimited coresets and coresets trees

• Up to 200 training operations per month

• Hyperparameter tuning

• Unlimited “add data” operations for first 30 days

• Datasets up to 100 million instances

• Collects usage stats

Pro

• Unlimited coresets and coresets trees

• Unlimited training operations per month

• Unlimited hyperparameter tuning

• Unlimited “add data” operations

• Unlimited datasets size

• Does not collect usage stats

• Priority Support

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