AI – innovation, opportunity and responsibility · Intel Nervana. Mythic. Wave Computing....
Transcript of AI – innovation, opportunity and responsibility · Intel Nervana. Mythic. Wave Computing....
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Accelerating Transformation
Artificial Intelligence
Uli HomannCVP Cloud & AI
June 2019
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Great AI Needs Great Compute
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DNN Processing Units
EFFICIENCY
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FLEXIBILITY
Soft DPU(FPGA)
Control Unit (CU)
Registers
Arithmetic Logic
Unit (ALU)
CPUs GPUsASICsDPU
CerebrasEyerissGoogle TPUGraphcoreGroqIntel NervanaMythicWave ComputingetcMicrosoft
BrainWave
Baidu SDADeephi TechEff. Speech EngineTeradeepetc
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Great AI Needs Great Data
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Zett
abyt
esData growth projectionsIDC predicts Global DataSphere will grow from 33 Zettabytes (ZB) in 2018 to 175 ZB by 2025
Figure 1: Annual size of the Global DataSphere175 ZB
Source: Data Age 2025, sponsored by Seagate with data from IDC Global DataSphere, Nov 2018
KilobyteMegabyteGigabyteTerabytePetabyteExabyteZettabyte
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DNA storage
Encoding
AGTCTAG
0011010111000100111010001111
Sequencing
Random access
(read)
AGTCTAG
Decoding
0011010111000100111010001111
Synthesis
(write)
Preservation
Joint project between Microsoft and University of Washington
>1,000x denser than tape
2,000 years in ~10˚C
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Station B at Princeton
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Great AI Needs Great Data But How Much do you Really Need
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There are three main types of damage detected
ALGAE CRACKS RUST
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Visualising the data
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Recent Successes of Reinforcement Learning
“Closed-world” systems make simulating
millions of trials easy.
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It’s not easy!
Atari Games ~ 200M frames= ~77 Days @ 30 frames/sec Alpha Go ~ 130M self-plays
Pacman ~ 150M frames
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Great AI Needs Great Values
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Today’s debate
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Fairness
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Reliability & Safety
Source: Rand Corp. Driving to Safety; Kara & Paddock
Miles & years needed for to demonstrate autonomous vehicle reliability
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Privacy & Security
We knew that if we could identify them in their second trimester, there’s a good chance we could capture them for years
““
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Inclusiveness
Economic Graph Research
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Transparency HasAsthma(x) => LessRisk(x)
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Accountability
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“We can’t afford to look at this future with uncritical eyes.”– The Future Computed
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Great AI Needs Great People
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Microsoft Research AI(MSR AI)
Pool talent from multiple areas of AI
Natural language
Perception Learning Reasoning
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[ UBIQUITOUS COMPUTING][ AMBIENT INTELLIGENCE]