EpistasisLab / EpistasisLab/tpot

Porting TPOT over to TensorFlow?

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Description

Please use this issue to discuss the possibility of porting TPOT over to TensorFlow.

TensorFlow seems promising for speeding up the pipeline optimization procedure of TPOT. I've heard reports of 800-fold speedup on a single core. If this is true, we could probably drop multiprocessing support (which has been problematic) and move over to TensorFlow.

Here's an example of TensorFlow for sklearn: https://github.com/tensorflow/tensorflow/blob/fa4ba830f437fdb9dc1085b4d68a3bab41a16e20/tensorflow/examples/learn/iris_with_pipeline.py

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