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artificial intelligence and hardware innovations
olivier ezrattyconsultant and author
[email protected] www.oezratty.net @olivezEFECS 2018, Lisbon, November 21st, 2018
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IA winters and summers
US Mansfield AmendmentsUK Lighthill Report
1973
expert systems198x
LISP machines
Mobility, IOT, CPU/GPU, ML/DL
perceptron1957
1956 1974 1980 1987 1993 2001
1970 1980 1990 2000 201019601950
Moore’s law + Internet
Turing test1950
MyCin
ElizaLISP
Prolog
?
Darmouth Summer
Camp
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AI
machine learningreasoning
facts, rules and knowledge
structured data vision language
multi agents networks
neural networks
deep learning
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the AI toolbox is everywhere …
home car citymobility work
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… and in every market
transportation health manufacturing finance insurance
retail
media and content
tourism
legal education government defense and security
agriculture utilities construction
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blockchainIOT
5G & M2Mquantum
computing
IA
IA is the glue linking most technologies
cloudmobility
clean techs
health techs
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deep learning and vision
faces fingerprints activities medical imaging
product searchesvisual inspection generationremote sensing
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Colorful Image Colorization, Zhang, Isola & Efros, 2016Google Photos, mai 2018
real-time activities detection
emotions detection
thematic geomapping
automatic image
coloring
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deep learning and langage processing
speech recognition chatbotvocal agent translation
data extractionlegal search engines
automatic summary
sentiment analysis
text to speech
robot-journalism
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multi-modal AIs≠ types of dataimage/video + text => content description
video + audio => better speech recognition
color + depth => object recognition + navigation
Looking to Listen at the Cocktail Party Speaker-Independent Audio-Visual Model for Speech Separation 2018
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towards AI commoditization
image analysis with Microsoft Azure Machine Learning in Excel
data machine learning in GoogleDocs
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predictionsdecisions
sensors
memory
training
IoT short vs long loops
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“The AI (chipsets) marketis expected to grow
from $7B in 2018 to $59B by 2025 at a CAGR of 35,5%”
Business Wire, 2018
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the AI chipsets race is on!cl
ou
dse
rve
rse
dge
images languagemulti-purpose
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Kirin 970 / 980
NPU 10/7 nm
3x3 matrix multipliers
2-4 Tops/s
in Huawei Mate 10, Pmate 20 et Honor 10 (K970)
smartphones AI chipsets
A11, A12Neural engine 10/7 nm
5 Tops/s
in iPhone XS, XS Max, XR, 8, X
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some AI hardware challenges
energy footprint=> FD-SOI, 10 nm
memory speed => HMB2, memristors
self-training => spiking neurons
training & inferences => tensor units
processing speed => photonics, quantum
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framework DL/ML
uberframework DL/ML
neural network frameworks
CPU and GPU frameworks
GPU and CPU
programming language software
platforms battles
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exponential problems
combinatory optimizationsrouting, placements, maps, finance
molecular simulationsmaterials and biology
factorizationlarge integer numbers
artificial intelligencemachine learning and deep learning
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quantum computers architectures
gateselectronics
readout electronics
traditional computer
soft
are
an
d d
ata
chipset
cryogenic cooling
quantum registers
logical or physical qubits
quantum gates
qubitsreadout
H
X
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supraconducting loops
topological qubits
diamond vacancies
siliciun quantum dots
trapped ions
linear optics
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2007 « Calypso »4 qubits
2008 « Europa »16 qubits
2009 « Leda »28 qubits
2012 D-Wave One « Rainier »128 qubits
2014 D-Wave Two« Vesuvius »512 qubits
2016 D-Wave 2X « Washington »1152 qubits
2017 D-Wave 2000Q « Whistler »2048 qubits
2019 D-Wave5000 qubits
2007 20172012 2014 201620092008 2019
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first quantum computing markets
transports and logisticstravel optimizationfleet management
healthcaremolecular simulation
drug discoveryradiotherapy optimization
financeportefolio optimization
risk assessmentsecurity
defense and intelligencecryptography
machine learning
enery and chemistryexploration
batteries and materials
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European FlagshipQuantum Technologies
quantum computers quantum simulators
quantum telecoms / cryptography quantum sensing
AQTIONMicroQC PASQuanS SQUARE
QRANGE MetaboliQs iqClock
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quantum computing WW startupsco
mp
ute
rsso
ftw
are
com
po
nen
ts
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quantum keys QKD / BB84protects symetric keys with
optical link (fiber or sat)
post-quantum cryptographypublic key cryptography
resisting to quantum algorithms
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what Europe needs
moonshot projects
continous long term bets
and after R&D…
product management skills
target volume markets
international collaboration from R&D to business
platform creation skills
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thank you!