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:
The number of features (columns) being used as input to the model
The type of columns
The ML task
The CPU, disk, and memory performance of the machine used for training
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