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Model Types

Machine learning models can solve different kinds of problems. There are three types: binary classification models, multiclass classification models, and regression models.ย 

  • Binary classification models predict a binary outcome (one of two possible classes)
    • “Is this email spam or not spam?”
    • โ€œIs this product a book or clothing?โ€
  • Multiclass classification models generate predictions for one of more than two classes
    • “Is this product a book, film, or clothing?”
    • โ€œIs this show a comedy, drama, or documentary series?โ€
  • Regression models predict a numeric value
    • “What will the temperature be in NYC tomorrow?”
    • โ€œWhat price will this car sell for?โ€

We call these model types. Aporia currently supports 3 model types: binary, multiclass and regression.