Doug Eck, Research Scientist, Google Magenta, at MLconf SF 2017
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Transcript of Doug Eck, Research Scientist, Google Magenta, at MLconf SF 2017
The Role of AI and Machine Learning in Creativity
Douglas Eck@douglas_eck
Research Scientist �Google Brain Team �
ConvNets
Translation
https://research.googleblog.com/2016/09/a-neural-network-for-machine.html
Perfect translation
HumanNeural (GNMT)
Phrase-based (PBMT)
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new: GNMT
BACKTRANSLATION FROM JAPANESE
Kilimanjaro is a mountain of 19,710 feet covered with snow, which is said to be the highest mountain in Africa. The summit of the west is called “Ngaje Ngai” God ‘s house in Masai language. There is a dried and frozen carcass of a leopard near the summit of the west. No one can explain what the leopard was seeking at that altitude.
Kilimanjaro is 19,710 feet of the mountain covered with snow, and it is said that the highest mountain in Africa. Top of the west, “Ngaje Ngai” in the Maasai language, has been referred to as the house of God. The top close to the west, there is a dry, frozen carcass of a leopard. Whether the leopard had what the demand at that altitude, there is no that nobody explained.
Google Neural Machine Translation (new system):
Phrase-Based Machine Translation (old system):
12% of all responses sent on mobile are sent with ML-based suggestions
Google Inbox
QuickDraw Dataset
Thanks to Jonas Jongejan and friends at Google Creative Lab.
Learning to Draw
Lower temperature
Higher temperature
Human Input Human InputReconstruction Reconstruction
Demo
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Chopin Etude in E Major (Opus 10 No 3)
Neural Network Performances
Chopin Etude in E Major (Opus 10 No 3)
Neural Network Performances
Chopin Etude in E Major (Opus 10 No 3)
Neural Network Performances
Chopin Etude in E Major (Opus 10 No 3)
Neural Network Performances
Chopin Etude in E Major (Opus 10 No 3)
Neural Network Performances
RNN Decoder
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Measure and Phrase Decoders
Photo: Magenta team member Jesse Engel
g.co/magenta
“Whatever you now find weird, ugly, uncomfortable and nasty about a new medium will surely become its signature. CD distortion, the jitteriness of digital video, the crap sound of 8-bit ... The distorted guitar sound is the sound of something too loud for the medium supposed to carry it….” �� -- Brian Eno, A Year With Swollen Appendices