Aerosolve is an open-source machine learning library developed by Airbnb, designed for interpretable and human-friendly modeling. Built around sparse, human-intuitive features (like geography, pricing), it supports feature quantization, interaction specification, and rule-based priors—enabling domain experts to contribute directly to model behavior.

Features

  • Interpretable sparse feature support (geo, price, categorical)
  • Feature quantization and interaction control for better modeling
  • Domain-informed priors and rule-based feature engineering
  • Supports logistic, regression, ranking, and multiclass models
  • Easy-to-read model configuration via human-centric DSL or YAML
  • Suitable for search ranking, dynamic pricing, and transparent recommendations

Project Samples

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Categories

Machine Learning

License

Apache License V2.0

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Additional Project Details

Operating Systems

Linux, Mac, Windows

Programming Language

Scala

Related Categories

Scala Machine Learning Software

Registered

2025-08-04