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Machine Intelligence:
A Startup Adventure
Hilary Mason
@hmason
Good morning!
Technology is changing.
(and people stay the same)
Machine Intelligence.
By Gene Kogan, based on the paper by Gatys, Ecker, Bethge.
@pentametron
Data	 products	 are	 everywhere.
(it’s boring)
Rules-
based
Creative
Repetitive
Why now?
Affordable computation.
Algorithms.
Data!!
And we are just at the beginning!
[robot	 dog?]
None of this is entirely new.
[slides	 to	 come]
What it means to be a Computer
Scientist is changing.
math &
stats
code
communication
nerds
nerds
nerds
awesome
nerds!
Data science:
Predicting the future is hard.
Where does innovation come from?
Academia
Enterprise!
Startups.
The System is Complex.
you
you
Creating an organization is just deploying a
different kind of infrastructure.
We focus on innovation
opportunities through data and
algorithms.
Academic Research
Startups
Established Companies
The biggest opportunities
might surprise you.
What makes a machine intelligence
technology ‘interesting’?
1) a theoretical
breakthrough
2) a change in economics
http://www.mkomo.com/cost-per-gigabyte
3) a capability becomes a commodity
WTF??
4)	 new	 data	 	 
is	 available
4b)	 data	 is	 made	 useful
We create reports and prototypes
around each emerging capability,
and give advice.
papers + prototypes
“nerd friends”
growth
Working with a broad set of
companies leads us to generally
appealing applications.
Efficient models for learning from
streams of data as they are
generated.
pictograph.us
[caution]
What’s next?
You’re building the future.
Please build the one you want to live in.
¯_(ツ)_/¯
I’m Hilary. @hmason. hilary@fastforwardlabs.com
Thank you!!
Photo & Project Credits
• NASA’s Marshall Space Flight Center, http://luvit.me/1Oown6H
• Pentametron, by Ranjit Bhatnagar, https://twitter.com/pentametron
• StyleNet paper by Gatys, Ecker, Bethge http://arxiv.org/abs/1508.06576
• Hand on smartphone, www.japanexperterna.se/?attachment_id=3068
• Sunflower by Raffaele Camardella, http://luvit.me/1LISN1T
• Magic Rabbit by Jenn and Tony Bot, http://upvot.es/1MnLp6u
• ProPublica Surgeon Scorecard, https://projects.propublica.org/surgeons/
• Google Deep Dream, https://github.com/google/deepdream

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