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Experiment types

Firenze allows its users to have fine grained control over the training process. Therefore, different experiment types can be created.

  • AutoML.
  • Multiple experiments.
  • Single experiment.

AutoML

Firenze will automatically train a multitude of models and automatically select the best one for you. Firenze will automatically build, optimise and select the best machine learning model for a given task, without human intervention. The selected dataset will automatically be split in a Training and Evaluation set.

Multiple experiments

Firenze trains multiple experiments simultaneously and automatically finds the best performing model. You can select the model type yourself.

Single experiment

Configure each possible variable and find the best model yourself. You can select the model type yourself. This is only advised for AI experts.