3.28.0.2
  • Welcome to H2O 3
  • API-Related Changes
  • Quick Start Videos
  • Cloud Integration
  • Downloading & Installing H2O
  • Starting H2O
  • Getting Data into Your H2O Cluster
  • Data Manipulation
  • Algorithms
    • Common
      • Quantiles
      • Early Stopping
    • Supervised
      • Cox Proportional Hazards (CoxPH)
      • Deep Learning (Neural Networks)
      • Distributed Random Forest (DRF)
      • Generalized Linear Model (GLM)
      • Gradient Boosting Machine (GBM)
      • Naïve Bayes Classifier
      • Stacked Ensembles
      • Support Vector Machine (SVM)
      • XGBoost
    • Unsupervised
      • Aggregator
      • Generalized Low Rank Models (GLRM)
      • Isolation Forest
      • K-Means Clustering
      • Principal Component Analysis (PCA)
    • Miscellaneous
      • Word2vec
  • Cross-Validation
  • Variable Importance
  • Grid (Hyperparameter) Search
  • Checkpointing Models
  • Performance and Prediction
  • AutoML: Automatic Machine Learning
  • Saving and Loading a Model
  • Productionizing H2O
  • Using Flow - H2O’s Web UI
  • Downloading Logs
  • H2O Architecture
  • Security
  • FAQ
  • Glossary
  • Appendix A - Parameters
  • Appendix B - API Reference
H2O
  • Docs »
  • Algorithms
  • Edit on GitHub

Algorithms¶

This section provides an overview of each algorithm available in H2O. For detailed information about the parameters that can be used for building models, refer to Appendix A - Parameters.

Common¶

  • Quantiles
  • Early Stopping

Supervised¶

  • Cox Proportional Hazards (CoxPH)
  • Deep Learning (Neural Networks)
  • Distributed Random Forest (DRF)
  • Generalized Linear Model (GLM)
  • Gradient Boosting Machine (GBM)
  • Naïve Bayes Classifier
  • Stacked Ensembles
  • Support Vector Machine (SVM)
  • XGBoost

Unsupervised¶

  • Aggregator
  • Generalized Low Rank Models (GLRM)
  • Isolation Forest
  • K-Means Clustering
  • Principal Component Analysis (PCA)

Miscellaneous¶

  • Word2vec
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