OpenTalks.AI - Антон Колонин, Decentralized AI marketplace SingularityNET, Integrating social intelligence services Aigents

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1. Copyright © 2018 Anton Kolonin, SingularityNET 1 Integrating social intelligence services Aigents Anton Kolonin, Ph.D, AI and blockchain architect at SingularityNET Founder of Aigents akolonin@aigents.com AIGENTS Decentralized AI marketplace SingularityNET https://aigents.com https://singularitynet.io
2. Copyright © 2018 Anton Kolonin, SingularityNET 2 Self-aware being evolved in the course of development interacting with surrounding environment, like thinking ocean “Solaris”? Intelligence and Social Computing Phenomenon of cooperative behavioral patterns evolved in the course of social collaboration between multiple individual entities?
3. Copyright © 2018 Anton Kolonin, SingularityNET 3 A customer obtaining AI Services from the SingularityNET may contract with a single AI node, which then may subcontract specialized subtasks to other AI nodes Introducing SingularityNET Platform for the decentralized AI economy https://public.singularitynet.io/whitepaper.pdf
4. Copyright © 2018 Anton Kolonin, SingularityNET 4 AIGENTS Service consumers such as existing users of OpenCog Service providers and AI projects such as OpenCog Network infrastructure projects such as NEXUS Data marts and marketplaces such as Ocean Protocol End-user AI tools such as Aigents SingularityNET Ecosystem https://oceanprotocol.com/ https://nexusearth.com/ https://aigents.com/ https://opencog.org/ https://singularitynet.io/
5. Copyright © 2018 Anton Kolonin, SingularityNET 5 Supports multi-layered hyper-graphs as neural-symbolic Knowledge Store for cooperation of multiple AI algorithms, based on symbolic and sub-symbolic paradigms both. It makes it an ideal platform for building “AI Hub” for SingularityNET Nodes OpenCog’s “Atomspace” https://github.com/opencog/atomspace
6. Copyright © 2018 Anton Kolonin, SingularityNET 6 Incremental approach to Unsupervised Language Learning in OpenCog https://github.com/opencog/language-learning Mutual Category Similarity
7. Copyright © 2018 Anton Kolonin, SingularityNET 7 Providing Proof-of-Reputation consensus for governance of ecosystem, resistant to reputation gaming and scam attacks. $ $ $ $ $ $ $ $ $ $ $ $ $$$ $ Proof-Of-Work Proof-Of-Stake Proof-Of-Reputation Those who own more computing power govern the network. Those who have more money govern the network. Those who earn deeper reputation and greater long-term audience base govern the network. R i = ∑ t ∑ j ( R j * V ijt ) https://steemit.com/blockchain/@aigents/proof-of-reputation-as-liquid-democracy-for-blockchain
8. Copyright © 2018 Anton Kolonin, SingularityNET 8 SingularityNET Reputation System https://public.singularitynet.io/whitepaper.pdf
9. Copyright © 2018 Anton Kolonin, SingularityNET 9 Aigents Service Adapter for SingularityNET https://github.com/singnet/singnet/blob/master/agent/adapters/aigents/
10. Copyright © 2018 Anton Kolonin, SingularityNET 10 Aigents social computing platform Aigent Me Friends provides “magic mirror” in the world of social and informational networks to recognize your preferences, let you know your friends and find what you need News Facebook VKontakte Google+ Golos.io Steemit Ethereum https://aigents.com/papers/2017/ArchitectureOfAgentWithSocialAwarenessBICA2017.pdf
11. Copyright © 2018 Anton Kolonin, SingularityNET 11 Aigents service helping users to understand themselves better and perform more efficiently online – using their tracks in social networks and online resources, capture their interests, relationships, communication patterns and social structures. Social type: follower Social type: opinion leader Social type: peer Social type: connector https://aigents.com/papers/2017/Personal-analytics-for-societies-and-businesses-2017-IEEE.pdf
12. Copyright © 2018 Anton Kolonin, SingularityNET 12 Incremental development and Baby Turing Test Smile Smile me You smile me You smile on me You smile on me friendly You should smile on me friendly Learning curve Lexicon size Grammar complexity Corpus size https://files.eric.ed.gov/fulltext/ED261533.pdf
13. Copyright © 2018 Anton Kolonin, SingularityNET 13 Takeaways • Social computing with reputation-based consensus • Functional diversity with convergence of symbolic and sub-symbolic approaches • Rich environments with data fusion from multiple sources • Experiential Incremental Learning with implicit and explicit inputs and feedback • Open Source and Ecosystem
14. Copyright © 2018 Anton Kolonin, SingularityNET 14 Questions? Anton Kolonin, Ph.D, AI and blockchain architect at SingularityNET Founder of Aigents akolonin@aigents.com AIGENTS Thank you for attention! https://aigents.com https://singularitynet.io
15. Copyright © 2018 Anton Kolonin, SingularityNET 15 SingularityNET as Social Network and Marketplace for Robots Audit-able by Humans
16. Copyright © 2018 Anton Kolonin, SingularityNET 16 Aigents for measuring social relationships Best friends Bij = Lij*(Lji+Cji) / Maxj=1,J (Lij*(Lji+Cji)) Fans Fij = ((Lji+Cji)/(1+Lij+Cij))/Maxj=1,J ((Lji+Cji)/(1+Lij+Cij)) Like and comment me F' ij = (L ji +C ji ) / Max j=1,J (L ji +C ji ) Authorities Aj = ((Lij+Cij)/(1+Lji+Cji)) / Maxj=1,J ((Lij+Cij)/(1+Lji+Cji)) Liked by me A' j = (L ij +C ij ) / Max j=1,J (L ij +C ij ) My karma by periods K it = ∑ j,t (L ij +C ij ) / Max t=1,T ∑ j,t (L ij +C ij )
17. Copyright © 2018 Anton Kolonin, SingularityNET 17 Me Friend Topic Post Word, phrase Like, Vote Like, Vote Comment Use Like, Vote My interests Interests of friends Similar to me Best friends Fans; Like and comment me Authorities; Liked by me My karma by periods My … words ... My … posts ... 1 Calendar period Aigents for mining Social Graphs in Social Media and Blockchains