mobile ai - ai paris 2020 · 2 huawei [wow way] 180,000 employees 80,000 170+ 15 no. 70 no. 83...
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Mobile AI
Mérouane Debbah
Mathematical and Algorithmic Sciences Lab, Huawei, France
11h of June, 2018
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Huawei [Wow Way]
180,000Employees
1580,000 No. 70170+ No. 83R&D Institutes &
Centers
R&D
employees
Interbrand's Top
100 Best Global
Brands
Countries Fortune Global
500
HUAWEI TECHNOLOGIES CO., LTD. Huawei Proprietary - Restricted Distribution Page 3
Huawei’s Mathematical and Algorithmic Sciences
Lab
HUAWEI TECHNOLOGIES CO., LTD. Huawei Proprietary - Restricted Distribution Page 4
Industries that are Top Adopters of AI now, are expected to continue to Invest in the
next 3 Years Period
Sectors leading in AI today, also intend to grow
their investment the most in the next 3 Years.
.
AI Adoption Index, Now and in the future,Source: McKinsey Global Institute AI adoption and use survey; McKinsey Global Institute analysis
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AI Era: Embraced by All Industries
More than 3,200 AI tech enterprises (Q4 2017)
Machine learning modelGoogle: TensorFlow - TF Lite; CAFFE - CAFFE2
Apple: Core ML
Smart assistantsSiri, Bixby, Cortana, Google Assistant
Smart chipsetsHuawei: Kirin970
Qualcomm: Snapdragon 845
Google: Bristlecone
HUAWEI TECHNOLOGIES CO., LTD. Huawei Proprietary - Restricted Distribution Page 6
AI in Telecom Industry
AI NE AINetwork
AI Data AI chipset AI service
AI base station
Network auto configuration
Failure detectionPolicy management
RAN minimal deployment
RAN AI chipset
DTX adaptation
Self operation
MBB AI Slice
E2E Performance learning
Comp mode selectionLink Adaption
PAPR non-linear compensation
• Regression• Clustering• Classification
• Deep Learning• RDL• Transfer Learning• Graphic algorithms
Slice resource management
ASFN adjustment
• Re-enforcement learning• Dynamic optimization• GMM/HMM• Association rule mining
HF/LF collaboration
LTE power control
HF channel map construction
AI management platform
Alg
orith
mA
rchite
cture
AI Center Trainer• Learner• Policy• Explorer
eNB AI Agent• Decides action• Determine state
Feature Statistic Collector• 1 Collects Statistics• 2 Applies Action
HUAWEI TECHNOLOGIES CO., LTD. Huawei Proprietary - Restricted Distribution Page 7
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Cloud AIOn-Device AI
Huawei Mobile AI strategy
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Intelligent NetworkIntelligent Phones
Huawei Mobile AI strategy
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Service
model
2007 Smartphones
Touchscreen
(Touchscreen control)
App stores
(Countless apps downloadable)
1998 Feature phones
Physical keyboards
(Computational commands)
Preset functions
(Simple, basic services)
2017 Intelligent phones
Diverse interactions
(Voice/Visual interaction, etc.)
Services provided
(Countless services at your fingertips)
AI + Smart phones = Intelligent Phones
Brand-new Interaction and Service models for Next Gen Phones
Human-
machine
interaction
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Huawei's Road to the Intelligent Phone Era
More on the wayHonor Magic
First-gen intelligent phones
Dec. 2016
Oct. 2017Mate 10
Second-gen intelligent phones
Equipped with:
Kirin 970: the world's first AI processor
EMUI 8.0: intelligent OS
Nov. 2017
Honor V10
Your Fast AI phone
Face recognition
Third-gen intelligent phones
Mar. 2018
P20
Master Photography
Powered by AI
Fourth-gen intelligent
phones
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1 Natural Interaction
Perception
system
Cognition
system
Power
systemPowerful &
Efficient
Security
systemSecure & Private
2 Accurate Services
3 Responsiveness and
efficiency
4 Privacy
Huawei Mobile AI: 4 challenges + 4 systems
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Huawei Mobile AI: 6 Engines
Cognition
User Profile EngineSelf-learning
Perception
Decision-making Dialog Management Engine Decision-making System Engine
Computer vision
Engine
Sensors (senses)
Speech
Language
Engine
Context Awareness Engine
IDE
Tool kit
Screen (touch)
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The core value of Mobile AI:
More natural interactions and proactive services
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Natural Interactions — Beyond the human vision
Sees and
recognizesClear vision with 10× zoom Night shot mode
Sees and
understands
Master AI for 500+ Scenarios in 19 Categories
Night shot
DogSnow
Flowers Greenery
Cat
Food
TextPortrait Blue Sky Beachy
Sunrise/Sun
set
Stage
performanceFireworks Group
photo
Document
scanWaterfall
Natural
colors
Close-up
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Natural Interactions
Just like Human Conversations
Hears you
Understands
you
Voice search
Start running now.
Users’ pain points:
• "Stop the auto screen-rotate. It's annoying."
• "Don't let anyone disturb me, except for Richard,
between noon and 2 o'clock."
• "Tomorrow afternoon, remind me of that meetup
for a cup of coffee with that friend.”
Environment Noise Cancellation
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Users
Phone shipments
Registered developers
Developer revenue
Cloud, Device, and Chip:A Fully Open HiAI Ecosystem for Win-Win Outcomes
HiAI is an AI computing platform designed for mobile terminals, a three-layer AI
ecosystem built for greater openness of service, application, and chipset capabilities.
Cloud
HUAWEI HiAI Engine
HUAWEI HiAI Service
Device
HUAWEI HiAI FoundationChipset
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ALL IP
ALL Cloud
ALL
Intelligence
Huawei's Network Architecture Evolution ……
SoftCOM AI Autonomous Network
Service2.0
2017 ~
Single
strategy
2006 ~ 2011
SoftCOM
2012 ~ 2017
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Vision of AN: Building a Self-Driving & Self-evolving Network ……
Framework of Industry 4.0 =
Agile Equipment + Intelligent Control + Smart Analysis
+ +
Equipment Equipment Equipment Equipment
O&M System Center
Mgmt. & control centerMgmt. & control center
AITraining
New OM
Engineers
AI inference and analysisAI inference and analysis
AI inference and analysis
DevOps
data data data data
Industry 4.0 in the network domain
Global autonomy
Segment autonomy Segment autonomy
AN = Autonomous Network
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Unique Value of AI: Ability to Predict ……
Availability
Resourceutilization
SLA Algorithm-based
Network
mgmt and control
network
Network mgmt and control
Known conditions
Qualityprediction
Trafficprediction
Faultprediction
…...
AI training
New conditions
predicted by AI inference
Online AI inference and data analytics
Southbound interface and data collection
Policies and rules
network network network
Ability to predict (e.g. quality, traffic, and
faults) is the core value of AI. Networks are
scheduled based on unknown conditions.
Goals:
“Prevent a fault before it happens”
“Improve quality before it deteriorates”
“Manage traffic before congestion occurs”
Ultimate goal: automatic, self-optimizing,
self-healing, Just like self-driving & self-
evolving networks with no faults.
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Five Stages for Self-Driving & Self-evolving Network ……
Tell me what has happened
Tell me why it has happened
Tell me what will happen
Decision Action
Tell me what measures need to be taken
Manual judgment and measures
Manual judgment and measuresL1
L2
L3
L4
Analysis
Manual measures
L5
Self-healing, The system solves the problem by itself
Manualmeasures
Data
input
10%automation
Long-term development
Milestones along the way
30%automation
60%automation
90%automation
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Goals of Autonomous Network and Service 2.0 …….
Value to end users Value to carriers Value to Huawei
Leap in O&M efficiency
Leap in resource utilization
Leap in energy efficiency
ABC (Always Best Connection)
Network always available
Leap in service efficiency
Continual value of the 1-trillion-dollar
installed base in the network lifecycle
New intelligent product features ROADS experience within minutes
Copyright©2018 Huawei Technologies Co., Ltd. All Rights Reserved.
The information in this document may contain predictive statements including,
without limitation, statements regarding the future financial and operating results,
future product portfolio, new technology, etc. There are a number of factors that
could cause actual results and developments to differ materially from those
expressed or implied in the predictive statements. Therefore, such information is
provided for reference purpose only and constitutes neither an offer nor an
acceptance. Huawei may change the information at any time without notice.
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