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Dreamforce15: Deep Learning for the Enterprise

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Melvin Gruesbeck

on 15 September 2015

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Transcript of Dreamforce15: Deep Learning for the Enterprise

The future of understanding unstructured data is here
Richard Socher •
richard@metamind.io
Diabetic Retinopathy
Image
labeling now works!
Real world examples
Find your company logo on social media
Impact of deep learning
on speech recognition
Deep Learning
Turn your data into knowledge
Deep Learning Now
Deep Learning 2012
Traditional Computer Vision Methods
70
75
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93.7
84.7
73.8
Imagine you run an e-commerce site
You're required to manually label all user images.
Example: Visual Understanding
Social Media
Find car model, make, year with super human accuracy
Automotive
Go through every frame of a game and find your company logo
Sports
Medical
Before
After
IN
OUT
Labeled Structured Data
Unstructured Data
The power of deep learning
Image classification was complex
metamind.io/vision/general
More language problems in your company
Everything is a question answering problem (if you have training data)

The next deep learning revolution
We
interact with
our customers through language and text
Natural language understanding
text se
arch
Social Media
Better engagement on social media
Predicting
Engagement
Text Search
Email
Image search demo

How to help your customers find products online?
Efficient customer support
Question Answering Demo
Deep Learning made viable:
Computer Vision
(image tagging)
Natural Language Understanding
Deep Learning for Enterprise
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Speech recognition now in products
GPUs
Expertise
Food classifier
MetaMind makes it easy
Build your own classifier
Food
Your Classifier
Data
slow & expensive
cat
Deep Learning
metamind.io/dreamforce15
How would you use deep learning?
Full transcript