February 28, 07:16

LSTM vs TCN vs Trellis network

- Did not try the Trellis network - decided it was too complex;

- All the TCN properties from the digest spark-in.me/post/2018_ds_ml_digest_31 hold - did not test for very long sequences;

- Looks like a really simple and reasonable alternative for RNNs for modeling and ensembling;

- On a sensible benchmark - performes mostly the same as LSTM from a practical standpoint;

github.com/locuslab/TCN/blob/master/TCN/tcn.py

#deep_learning

2018 DS/ML digest 31

2018 DS/ML digest 31 Статьи автора - http://spark-in.me/author/snakers41 Блог - http://spark-in.me