Unique Data Structure, Optimized for ML Operations

DataHeroes uses a unique Coreset Tree data structure, optimized for ML training and tuning, that allows you to train and tune your model hundreds of times faster and cheaper without reducing model quality. Use the DataHeroes Python library to easily convert your training dataset to a Coreset Tree structure and perform all model training and tuning with significantly less compute.

service_obj = CoresetTreeServiceDTC(
    data_params=data_params,
    optimized_for=”training”,
    n_instances=XXX,
    model_cls=XGBClassifier,
)
# Build the Coreset Tree.
service_obj.build_from_df(datasets=df)

Easily Add New Data to your Model, without Creating Bias

New data can easily be added to an existing Coreset Tree structure, and the model can be updated in minutes, without creating bias. Similarly, data can be removed or changed, with the model updating in seconds, without retraining your full dataset.

“AI Fund is excited to join the investment round in DataHeroes, and support Oren, Eitan, Liran and the team to bring coresets to the data science community.”
Prof. Andrew Ng
Prof. Andrew Ng
CEO at AI Fund
Prof. Andrew Ng
Improve Model Quality

Improve Model Quality

Use DataHeroes to retrain your model more frequently and test more hyperparameter combinations, to ensure you have the most accurate and up-to-date model in production.

Reduce Compute Costs and Emissions

Reduce Compute Costs and Emissions

Training and tuning your model with DataHeroes consumes orders of magnitude less compute resources, allowing you to retrain and tune more frequently while lowering costs and emissions.

DataHeroes

Real Time Model Training

Retrain and tune your model monthly, weekly, daily or multiple times per day in just a few minutes, whether your dataset is small or massive.

DataHeroes

Blazing Fast Hyperparameter Tuning

Evaluate hundreds of hyperparameter combinations in minutes, either on-prem, on your virtual private cloud, or on your own machine.

Ready to Get Started?

Our Blog

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Hyperparameter Tuning Methods Every Data Scientist Should Know

Hyperparameter Tuning Methods Every Data Scientist Should Know

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Unleashing the Power of ML: The Art of Training Models and Its Vital Significance

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