Martin Andrews @ redcatlabs.com
19 March 2016
Android feature since Jellybean (v4.3, 2012) using Cloud
Trained in ~5 days on 800 machine cluster
Embedded in phone since Android Lollipop (v5.0, 2014)
Google's Deep Models are on the phone
"Use your camera to translate text instantly in 26 languages"
Translations for typed text in 90 languages
Google Street-View (and ReCaptchas)
(now human competitive on ImageNet)
Some good, some not-so-good
Google's DeepMind purchase
Learn to play games from the pixels alone
Better than humans 2 hours after switching on
Google DeepMind's AlphaGo
Learn to play Go from (mostly) self-play
Change weights to change output function
Layers of neurons combine and
can form more complex functions
x
→ target_y
)output_y
from the x
output_y
is closer to target_y
for that x
Follow the gradient of the error
w.r.t the connection weights
http://ConvNetJS.com/
... around 2-3% error rate on the test set
http://ConvNetJS.com/
fossasia ... .OVA
'
Login: user
Password: password
#...
./run-jupyter.bash
#....
http://localhost:8080/
From your 'host' machine :
ssh -p 8282 user@localhost
http://localhost:8081/
numpy
and BLAS
C/C++
or CUDA
(or OpenCL
)GoogLeNet (2014)
Google Inception-v3 (2015)
... need for GPU programmers
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/`r
Som the riscele his nreing the timest stordor hep pIs dach suedests her, so for farmauteds?
By arnouy ig wore
Thou hoasul dove he five grom ays he bare as bleen,
The seend,
And, an neeer,
Whis with the rauk with, for be collenss ore his son froven faredure:
Then andy bround'd the CowE nom shmlls everom thoy men ellone per in the lave ofpen the way ghiind, thour eyes in is ple gull heart sind, I I wild,
Frreasuce anspeve, wrom fant beiver, not the afan
And in thou' histwish a it wheme-tis lating ble the liveculd;
Noorroint he fhallought, othelts.
AWhis grook my glass' to his sweet,
Bub my fears liken?
And of live every in seedher;
A Lood stall,
But tare tought than thencer sud earth,
Use'st bee sechion,
For all exprit' are a daud in heaven doth her infook perust the fork the tent.
For maud,
The pittent gover
This and rimp,
Who new
Thoir oldes and did hards, cound.
DEDENIUS Why shoulmeying to to wife,
And thou say: and wall you teading for
that struke you down as sweet one.
With be more bornow, bly unjout on the account:
I duked you did four conlian unfortuned drausing-
to sicgia stranss, or not sleepplins his arms
Gentlemen? as write lord; gave sold.
AENEMUUNS Met that will knop unhian, where ever have
of the keep his jangst?icks he I love hide,
Jach heard which offen, sir!'
[Exit PATIIUS, MARGARUS arr [Enter CLOTHUR]
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My blog : http://mdda.net/
GitHub : mdda