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Dreamforce15: Deep Learning for the Enterprise
Transcript of Dreamforce15: Deep Learning for the Enterprise
Richard Socher •
labeling now works!
Real world examples
Find your company logo on social media
Impact of deep learning
on speech recognition
Turn your data into knowledge
Deep Learning Now
Deep Learning 2012
Traditional Computer Vision Methods
Imagine you run an e-commerce site
You're required to manually label all user images.
Example: Visual Understanding
Find car model, make, year with super human accuracy
Go through every frame of a game and find your company logo
Labeled Structured Data
The power of deep learning
Image classification was complex
More language problems in your company
Everything is a question answering problem (if you have training data)
The next deep learning revolution
our customers through language and text
Natural language understanding
Better engagement on social media
Image search demo
How to help your customers find products online?
Efficient customer support
Question Answering Demo
Deep Learning made viable:
Natural Language Understanding
Deep Learning for Enterprise
Speech recognition now in products
MetaMind makes it easy
Build your own classifier
slow & expensive
How would you use deep learning?