10. — AI technologies quickly become
commodity
— Open Source (TensorFlow, Caffe,
pyTorch by FB) lowers entry barriers
— Hardware gets cheaper:
GPU, TPU by Google
— More ppl adopt
machine learning skills
13. Many major
breakthroughs in the field
of Artificial Intelligence
have not been
constrained by
algorithmic advances but
by the availability of high-
quality datasets.
14. Boeing 787s to create half a terabyte of data per flight
Today everything is a Boeing: mobile, IoT sensor, etc.
BUT! a lot of data ≠ a lot of useful data
15. Public data set
— Web crawl
— DL datasets (ImageNet, COCO)
— Google datasets
— many others…
Cheap & Fast
No competitive
advantage at all
Private data set
— Licence data
— Partner with corporation
— Side business
Strong competitive
advantage
Expensive or many
limitations
— Manual labeling
— Crowdsourcing
Total ownership
Time consuming
& expensive
In house