Requirements

Training

Robot AI Builder uses AutoML to explore multiple models to find you the best performing model. Longer training periods allow AutoML to explore more models with a wider range of settings. The table below summarizes the average time taken to get good performance for a suite of example datasets, on a local machine.

Dataset size
Average time to train

0 - 10 MB

10 sec

10 - 100 MB

10 min

100 - 500 MB

30 min

500 - 1 GB

60 min

1 GB+

3+ hours

HOW LONG SHOULD I TRAIN FOR?

These numbers are a guide only. The exact length of training is dependent on:

  1. The number of features (columns) being used as input to the model

  2. The type of columns

  3. The ML task

  4. The CPU, disk, and memory performance of the machine used for training

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