Unleashing the Power of AI and ML in the Cloud through a ... · Unleashing the Power of AI and ML...

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ENABLING SILICON-AS-A-SERVICE Unleashing the Power of AI and ML in the Cloud through a Pay-per-Use Business Model Jin Zhang VP of Marketing, Algodone

Transcript of Unleashing the Power of AI and ML in the Cloud through a ... · Unleashing the Power of AI and ML...

Page 1: Unleashing the Power of AI and ML in the Cloud through a ... · Unleashing the Power of AI and ML in the Cloud through a Pay-per-Use Business Model JinZhang VP of Marketing, Algodone.

ENABLING SILICON-AS-A-SERVICE

Unleashing the Power of AI and ML in the Cloud

through a Pay-per-Use Business Model

Jin ZhangVP of Marketing, Algodone

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Algodone at a Glance

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When/Where

Founded in 2015

HQ in Montpellier,

France

Founders

Jérôme Rampon

Gaël Paul

Professor Lionel Torres

Vision

Enabling Silicon-as-a-

Service

Technology

Silicon Activation Licensing

Technology (SALT)TM

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Algodone Silicon-as-a-Service Portfolio

Silicon Activation Licensing Technology (SALTTM)

SALT Trace

TraceabilityVerifiability

SALT Meter

ProtectionMetering

SALT Config

FlexibleConfiguration

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AI & ML Are the New Buzz WordsIn Comparison:IoT 65,000Cybersecurity 136,000

Wally Rhines, CEO, Mentor Graphics, GSA US Executive Summit

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The Good NewsLots of Money and Opportunities in AI & ML

Wally Rhines, CEO, Mentor Graphics, GSA US Executive Summit

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Challenges: How to Stand Out?

Is Technology Alone A Sufficient Differentiator?

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FACTS

Technology node geometry / 13Processing power x 50Power efficiency x 17

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Challenges: How to Justify ROI?

PROBLEM

Development Cost x 18

($35M at 65nm vs $600M at 5nm)

Sources : press article, Moore or Less? - Accenture report 2017

2008 to 2018

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Differentiate through Business ModelRe-invent Silicon Monetization

Unleashing the Power of AI and ML in the Cloud

through a Pay-per-Use Business Model

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• Friends & family• Work• Information• Resources• Entertainment• Pictures• Apps• Schedule• …

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Today We Live in the Cloud

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Cloud Delivers as-a-Service (aaS) Experience

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Silicon: CPU, GPU, TPU,FPGA

Infrastructure

Applications

Computer Vision/Disease Diagnosis/Autonomous Driving/Smart City /Robotics /Environment/Education ……

Framework

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Google: Leader in AI Chip Silicon-as-a-Service

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Silicon-as-a-Service Brings Huge Value(from ownership to usage)

Google TPU v3 AWS F1

Device Artificial Intelligence Processor Unit Xilinx FPGA

Silicon Price(Estimated) $1,200 $800

As-a-Service Revenue(3 years) $210,000

(Source Google Price list) $43,000

(Source AWS Price list)

Return on Investment 175x 54x

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CPU, GPU, TPU, DPU,FPGA: Silicon as a Service

The Cloud: Infrastructure as a Service

AI Applications: Software as a Service

Computer Vision/Disease Diagnosis/Autonomous Driving/Smart City /Robotics /Environment/Education ……

AI Framework: Platform as a Service

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Silicon-as-a-Service Requirements

Pay-per-Use Metering

Protection of Shared IP

Meter not simply on time, but all metrics, such as: • data/video/event

processed• gates simulated• …

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SALT: End-to-End Chip to Cloud Solution

Secure License ServerSmart Lock IP:

In Silicon or with Embedded Software

In CloudOn Chip• Protection

• Configuration

• Activation

• Metering

Silicon License

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Activation Licenses Device ID

Encrypted licenses

Cryptedcontainer

SALT™ Licenses Server

SALT Meter: Cloud-to-Chip Secure Provisioning

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Secure Communication from cloud license server to individual device

Meter/Counter

SALT™Metered Chip

1

2

Encrypted Metered Data3

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Silicon-as-a-Service Opportunities in AI & ML

What WhyAI-specific silicon Not every company can afford to develop their own AI silicon or buy

AI chipAI acceleration on FPGA in the cloud CPU based implementation does not satisfy performance

requirementsAI framework for specific domain Open source AI framework may not work well for all AI applicationsAI Algorithms, pre-trained models, training data, applications

AI can be applied to diverse applications with different training data sets, pre-trained modules for people who just want to use AI not develop AI applications

Unleash the Power of AI & ML in the cloud through pay-per-use

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SALT Meter: Reinvent Silicon Monetization for AI

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Revenue Sharing from Applications to Silicon

Silicon

Frameworks

Algorithms

Data

SALT™

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ALGODONE

Your Silicon-as-a-Service Partnerwww.algodone.com