Blog

The latest news from Google AI

MultiModel: Multi-Task Machine Learning Across Domains

Wednesday, June 21, 2017

Posted by Łukasz Kaiser, Senior Research Scientist, Google Brain Team and Aidan N. Gomez, Researcher, Department of Computer Science Machine Learning Group, University of TorontoMultiModelGoogle’s Multilingual Neural Machine Translation System

MultiModel architecture: small modality-specific sub-networks work with a shared encoder, I/O mixer and decoder. Each petal represents a modality, transforming to and from the internal representation.

¹

Tensor2TensorAcknowledgementsGoogle Brain team
1 The 8 tasks were: (1) speech recognition (WSJ corpus), (2) image classification (ImageNet), (3) image captioning (MS COCO), (4) parsing (Penn Treebank), (5) English-German translation, (6) German-English translation, (7) English-French translation, (8) French-English translation (all using WMT data-sets).^↩

Labels

Archive

2020
- Jan

2019
- Dec
- Nov
- Oct
- Sep
- Aug
- Jul
- Jun
- May
- Apr
- Mar
- Feb
- Jan

2018
- Dec
- Nov
- Oct
- Sep
- Aug
- Jul
- Jun
- May
- Apr
- Mar
- Feb
- Jan

2017
- Dec
- Nov
- Oct
- Sep
- Aug
- Jul
- Jun
- May
- Apr
- Mar
- Feb
- Jan

2016
- Dec
- Nov
- Oct
- Sep
- Aug
- Jul
- Jun
- May
- Apr
- Mar
- Feb
- Jan

2015
- Dec
- Nov
- Oct
- Sep
- Aug
- Jul
- Jun
- May
- Apr
- Mar
- Feb
- Jan

2014
- Dec
- Nov
- Oct
- Sep
- Aug
- Jul
- Jun
- May
- Apr
- Mar
- Feb
- Jan

2013
- Dec
- Nov
- Oct
- Sep
- Aug
- Jul
- Jun
- May
- Apr
- Mar
- Feb
- Jan

2012
- Dec
- Oct
- Sep
- Aug
- Jul
- Jun
- May
- Apr
- Mar
- Feb
- Jan

2011
- Dec
- Nov
- Sep
- Aug
- Jul
- Jun
- May
- Apr
- Mar
- Feb
- Jan

2010
- Dec
- Nov
- Oct
- Sep
- Aug
- Jul
- Jun
- May
- Apr
- Mar
- Feb
- Jan

2009
- Dec
- Nov
- Aug
- Jul
- Jun
- May
- Apr
- Mar
- Feb
- Jan

2008
- Dec
- Nov
- Oct
- Sep
- Jul
- May
- Apr
- Mar
- Feb

2007
- Oct
- Sep
- Aug
- Jul
- Jun
- Feb

2006
- Dec
- Nov
- Sep
- Aug
- Jul
- Jun
- Apr
- Mar
- Feb

Feed

Give us feedback in our Product Forums.

Google
Privacy
Terms