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D E C E N T R A L I Z E D A I : C O N V E R G E N C E
O F B L O C K C H A I N + A I
G E E TA C H A U H A N , C TO S V S G
DECENTRALIZED
AI
Federated AI
Data eXchange
AI Marketplace
AI in Blockchain
FEDERATED AI
• Subset of devices selected,
each downloads the model
• Train model with local data
• Model updates – gradients –
sent back to server
• Server aggregates
FULLY DEMOCRATIZE INTERNET
Source: Tribune.com, Design: Sunara Nizami
Information Age  Internet of Value
Commerce
Assets
Data
Organizations
WHAT IS BLOCKCHAIN?
• An Immutable record of digital
events shared peer to peer
between different parties
• Distributed Ledger
• Open +Trust + Secure
• Replaces MIDDLEMAN
• Smart Contracts  DApps,
DAOs
Source: Economist.com
OPENMINED
W H A T I S H O M O M O R P H I C E N C R Y P T I O N ?
DATA EXCHANGE
• Blockchain for Data Provenance
• User Owned Data
• Time expiry for data
• Ethically Sourced Data
– Transparency
– Fairness
– Privacy
AI
MARKETPLACE
• Data Competition each
week
• Encrypted data released
• Crowdsource Data Science
Model
• Data Scientists retain IP –
encrypted models
• Participants paid in Bitcoin
based on accuracy of their
guesses, payouts to top 60
• Originality paid extra
AI IN
BLOCKCHAIN
• Hypersmart Contracts using
AI
• Data stored on Blockchain
• Activates AI algos Off-Chain
• Use Cases: Reverse auction
in Supply Chain, Demand
Forecasting….
Source: ORS Group
REFERENCES
• Google Research: Federated Learning:
https://research.googleblog.com/2017/04/federated-
learning-collaborative.html
• Homomorphic Encryption:
https://en.wikipedia.org/wiki/Homomorphic_encryption
• Openmined https://www.openmined.org/
• Numer.ai https://numer.ai/
• ORSGroup https://www.orsgroup.io/
QUESTIONS?
http://bit.ly/geeta4c
geeta@svsg.co
@geeta4c
WHAT IS DEEP
LEARNING?
• AI Neural Networks
composed of many layers
• Learn like humans
• Automated Feature Learning
• Layers are like Image Filters

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Decentralized AI: Blockchain + AI Convergence

  • 1. D E C E N T R A L I Z E D A I : C O N V E R G E N C E O F B L O C K C H A I N + A I G E E TA C H A U H A N , C TO S V S G
  • 2. DECENTRALIZED AI Federated AI Data eXchange AI Marketplace AI in Blockchain
  • 3. FEDERATED AI • Subset of devices selected, each downloads the model • Train model with local data • Model updates – gradients – sent back to server • Server aggregates
  • 4. FULLY DEMOCRATIZE INTERNET Source: Tribune.com, Design: Sunara Nizami Information Age  Internet of Value Commerce Assets Data Organizations
  • 5. WHAT IS BLOCKCHAIN? • An Immutable record of digital events shared peer to peer between different parties • Distributed Ledger • Open +Trust + Secure • Replaces MIDDLEMAN • Smart Contracts  DApps, DAOs Source: Economist.com
  • 7. W H A T I S H O M O M O R P H I C E N C R Y P T I O N ?
  • 8. DATA EXCHANGE • Blockchain for Data Provenance • User Owned Data • Time expiry for data • Ethically Sourced Data – Transparency – Fairness – Privacy
  • 9. AI MARKETPLACE • Data Competition each week • Encrypted data released • Crowdsource Data Science Model • Data Scientists retain IP – encrypted models • Participants paid in Bitcoin based on accuracy of their guesses, payouts to top 60 • Originality paid extra
  • 10. AI IN BLOCKCHAIN • Hypersmart Contracts using AI • Data stored on Blockchain • Activates AI algos Off-Chain • Use Cases: Reverse auction in Supply Chain, Demand Forecasting…. Source: ORS Group
  • 11. REFERENCES • Google Research: Federated Learning: https://research.googleblog.com/2017/04/federated- learning-collaborative.html • Homomorphic Encryption: https://en.wikipedia.org/wiki/Homomorphic_encryption • Openmined https://www.openmined.org/ • Numer.ai https://numer.ai/ • ORSGroup https://www.orsgroup.io/
  • 13. WHAT IS DEEP LEARNING? • AI Neural Networks composed of many layers • Learn like humans • Automated Feature Learning • Layers are like Image Filters