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Andrew Ng
Machine Learning and AI
via Brain simulations
Andrew Ng
Stanford University & Google
Adam Coates Quoc Le Honglak Lee Andrew Saxe Andrew Maas Chris Manning Jiquan Ngiam Richard Socher Will Zou
Kai Chen Greg Corrado Jeff Dean Matthieu Devin Rajat Monga Marc’Aurelio Paul Tucker Kay Le
Ranzato
Stanford:
Google:
Thanks to:
400
100,000
Andrew Ng
This talk
The idea of “deep learning.” Using brain simulations, hope to:
- Make learning algorithms much better and easier to use.
- Make revolutionary advances in machine learning and AI.
Vision is not only mine; shared with many researchers:
E.g., Samy Bengio, Yoshua Bengio, Tom Dean, Jeff Dean, Nando de
Freitas, Jeff Hawkins, Geoff Hinton, Quoc Le, Yann LeCun, Honglak
Lee, Tommy Poggio, Ruslan Salakhutdinov, Josh Tenenbaum, Kai
Yu, Jason Weston, ….
I believe this is our best shot at progress towards real AI.
Andrew Ng
What do we want computers to do with our data?
Images/video
Audio
Text
Label: “Motorcycle”
Suggest tags
Image search
…
Speech recognition
Music classification
Speaker identification
…
Web search
Anti-spam
Machine translation
…
Andrew Ng
Computer vision is hard!
Motorcycle
Motorcycle
Motorcycle
Motorcycle
Motorcycle
Motorcycle
Motorcycle
Motorcycle
Motorcycle
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