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Evolutionary
Machine Intelligence
Stefan Ianta
@v_ianta
Evolutionary
Machine Intelligence
Smart Markets for microServices
Stefan Ianta MBA PMP CSM
Cofounder Servi.ca / Ianta Labs
Summary
 Two Worlds
 References
 Reverse Game Theory of Smart Markets
 Service Compilers
 Memoization
 Building the portal
 Q & A
Machine City vs Zion
• 100M Internet servers
• Billions of processors
• 37 Trillion cells
• Quadrillions processes
• Computational Universe
Summary
 Two Worlds
 References
 Reverse Game Theory of Smart Markets
 Service Compilers
 Memoization
 Building the portal
 Q & A
In the memory of MIT Prof. Marvin Minsky 1927-2016
References
Plans and the Structure of Behavior
George Miller, Eugene Galanter, Karl Pribram
Universal planning grammar
The Emotion Machine
Marvin Minsky
Increase Complexity to solve Big problems
Godel Escher Bach
Douglas Hofstadter
Rules, Quines, Theorem provers
Language Implementation Patterns
Terrence Parr – The Antlr Guy – antlr.org
Generating parse trees from dynamic grammars
Graph Databases
Ian Robinson, Jim Webber and Emil Eifrem
Neo4j.org
A New Kind of Science
Stephen Wolfram
Automatons, Turing Machines
Link Grammar
• http://www.link.cs.cmu.edu/link/
Link Grammar
• http://www.cs.cmu.edu/afs/cs.cmu.edu/
project/link/pub/www/papers/ps/tr91-
196.pdf
Quine
Willard Van Orman Quine
Douglas Hofstadter
Cypher Query Language
Neo4j – Graph Database
neo4j.com
Neo Technologies
EngineSearch
MarketSmart
Summary
 Two Worlds
 References
 Reverse Game Theory of Smart Markets
 Service Compilers
 Memoization
 Building the portal
 Q & A
Smart Markets
• Periodic auctions
• Mathematical optimization
• Knapsack problem
• Combinatorial auctions
• Parties are generally anonymous
• Market algorithm enforces regulation,
fairness and transparency
Solution Design
• engineering approach to designing
economic mechanisms or incentives,
toward desired objectives, in strategic
settings,
• Reverse Game Theory
• broad applications, from economics and
politics (markets, auctions, voting
procedures) to networked-systems
(internet interdomain routing, sponsored
search auctions).
• The 2007 Nobel Memorial Prize in
Economic Sciences was awarded to Leonid
Hurwicz, Eric Maskin, and Roger Myerson
"for having laid the foundations of
mechanism design theory".[
Summary
 Two Worlds
 References
 Reverse Game Theory of Smart Markets
 Service Compilers
 Memoization
 Building the portal
 Q & A
Service Compilers
 Business Models
 Contexts
 Change
 Service
 Microservices, APIs, Web Services
 Solutions
 Innovations
 Services as Rules
 Language
 Antlr
 Neo4j
 Business Transformation
 Google Model
 Smart Market of Services
Extending the Google Business Model into a
Smart Service Compiler
Graph Reactor / Ianta Labs
Initial Business Context – Data & Code
ClientsRules
Rivals
Code
Meta
Data
Plans
Data Team
Sales
Bank
Skills
CONTEXT
Graph Reactor / Ianta Labs
Final Business Context – Data & Code
ClientsRules
Rivals
Codes
Meta
-Data
Plan
Data
Team
Sales
Money
Skills
CONTEXT
Graph Reactor / Ianta Labs
Change = Triple (Initial Context, Services, Final Context)
Change
Service = Triple (Initial Context Pattern, Microservices, Final Context Pattern)
Microservice = Triple (Input Cypher Query, Function, Output Cypher Query)
Graph Reactor / Ianta Labs
Project = Sum (Services)
Service 1
Service 2
Service n
Graph Reactor / Ianta Labs
Solution = Sequence (Services)
Service nService 1
Graph Reactor / Ianta Labs
Innovation = Agile Search (Solution) + Novelty Test
Service n
Service 1
Graph Reactor / Ianta Labs24
Microservice = Coding Service
Integer dimX = 3;
Antlr4 View Neo4j View
Graph Reactor / Ianta Labs25
Iterator Microservice
for (int i = 0; i < dimX; i++) {
p[i] = db.createNode(pixel);}
Antlr4 View Neo4j View
Graph Reactor / Ianta Labs
CRUD Solution Expansion
Graph Reactor / Ianta Labs27
What Investors Expect
Model
Business
Code
Solution
Validate
Solution
Print
Money
Update
Process
Graph Reactor / Ianta Labs28
The Real Speed of Projects
Model
Business
Code
Solution
Validate
Solution
Print
Money
Update
Process
Graph Reactor / Ianta Labs29
Solution
=
Path
Target Context
Metadata
Big data
Software
Initial Context
Metadata
Big Data
Software
Big Data Solution Search Process
Initial Context / Code Target Context / Code
Changes
Transformation
Graph Reactor / Ianta Labs30
Search Engine Business Model
AdWords
Advertisers
Pay Per ClickAdSense
Web Masters
Pay Per Click
Internet Pages Search
Question Words
One question/search
Search Engines Do NOT Build Solutions
Internet Pages are Contributed by Millions of People
Graph Reactor / Ianta Labs31
Expanding Search Engine Model into an Innovation Engine
AdWords
Advertisers
Pay Per Click
AdSense
Web Masters
Pay Per Click
Internet Pages Search
Internet Users
One question/search
Microservices
Programmers
Pay Per Use
Cypher Annotations
Business Analysts
Pay Per Use
Budgeted Projects
Product Managers
Pay Per Use
Graph Reactor / Ianta Labs32
Budgeted Projects
Product Managers
Pay for solutions
Microservices
Programmers
Get paid
Cypher Annotations
Analysts / Students
Get paid
Investment Decisions
Executives / Investors
Pay for services
TweetSmart4Progress
Microservices Search Engine
Graph Reactor / Ianta Labs33
Solution
=
Path
Target Context
Metadata
Big data
Target Code
Initial Context
Metadata
Big Data
Initial code
Big Data Solution Search Process
Initial Code Target Code
Graph Reactor / Ianta Labs34
Graph Reactor / Ianta Labs35
Implementation Steps
• Translate existing APIs into Microservices / Coders + DevOps
• Annotate microservices with Cypher queries / BAs
• Define projects including test queries / Product Managers
• Graph Reactor
• neo4j.com/blog/cypher-microservices-part-1
• neo4j.com/blog/cypher-microservices-part-2
• neo4j.com/blog/cypher-microservices-part-3
• neo4j.com/blog/cypher-microservices-part-4
Summary
 Two Worlds
 References
 Reverse Game Theory of Smart Markets
 Service Compilers
 Memoization
 Building the portal
 Q & A
Memoization
How Smart Markets of services can
implement Evolutionary Machine Learning
Summary
 Two Worlds
 References
 Reverse Game Theory of Smart Markets
 Service Compilers
 Memoization
 Building the portal
 Q & A
Building the Portal
Smart Markets of Services
A mix of services
PwC
Graph Reactor / Ianta Labs41
Project Managers
Programmers
Analysts
Entrepreneurs
Investors
Fastest, Cheapest, Top Quality Solutions Generator
Multisided Market Platform
Marketers
Graph Reactor / Ianta Labs42
$50B Market Opportunity
Critical Thinking Decomposed to Logic Rules
30M Coders & IT
~100M Managers
7B Brains
10M x 50w x 40h = 20Bh x $50 = $1T
100M x 50w x 40h = 200Bh x $50 = $10T
1000M x 50w x 40h = 2000Bh x $5 = $10T
Graph Reactor / Ianta Labs43
Reactor Ignition Timeline
Prototype
01
Trading & Payments Platform 4 Microservices
02
Loading Services & Annotations
03
Ignite Reactor
04
Looking for:
- Developers
- Partners
- Investors
Q1 2016 Q2 2016 Q3 2016 Q4 2016 Q1 2017 Q2 2017
Summary
 Cypher ~ Universal context description language
 Annotated microservices/smart contracts ~ Genes
 Microservices smart markets ~ Genetic algorithms
 Internet of services ~ Genetic pool
 Search engine for services ~ Gene ranking/selection
 Progressive computational economy ~ Evolutionary genetic pool
 Optimal decisions in current context
“
”
Civilization advances by extending
the number of important
operations which we can perform
without thinking of them.
Alfred North Whitehead
Interested to join building a smart automated market of services?
Q & A
Stefan Ianta
@v_ianta
servi.ca
https://ca.linkedin.com/in/stefanianta
Two Worlds
Consciousness and all behavior is computed
by trillions of processes of live cells
BBC documentary:
"All Watched Over By
Machines of Loving Grace“
The Architect
Alfred North Whitehead
Process philosophy
Trinity College, Cambridge
https://www.infoq.com/presentations/
Are-We-There-Yet-Rich-Hickey
Best practices
Engineered
Labour Standards
MTM Methods-Time Measurement
http://mtm-international.org/
Engineered
Labour Standards
Observing the sequence of
labour actions
of human computers
The Market
The invisible hand
The Solution Search Engine
Self-assembling wires
Stanford Complexity Group
www.youtube.com/watch?v=PeHWqr9dz3c
Cell Reproduction
DNA replication
www.youtube.com/watch?v=TNKWgcFPHqw

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Evolutionary Machine Intelligence in Smart Markets of microservices

  • 2. Evolutionary Machine Intelligence Smart Markets for microServices Stefan Ianta MBA PMP CSM Cofounder Servi.ca / Ianta Labs
  • 3. Summary  Two Worlds  References  Reverse Game Theory of Smart Markets  Service Compilers  Memoization  Building the portal  Q & A
  • 4. Machine City vs Zion • 100M Internet servers • Billions of processors • 37 Trillion cells • Quadrillions processes • Computational Universe
  • 5. Summary  Two Worlds  References  Reverse Game Theory of Smart Markets  Service Compilers  Memoization  Building the portal  Q & A
  • 6. In the memory of MIT Prof. Marvin Minsky 1927-2016 References Plans and the Structure of Behavior George Miller, Eugene Galanter, Karl Pribram Universal planning grammar The Emotion Machine Marvin Minsky Increase Complexity to solve Big problems Godel Escher Bach Douglas Hofstadter Rules, Quines, Theorem provers Language Implementation Patterns Terrence Parr – The Antlr Guy – antlr.org Generating parse trees from dynamic grammars Graph Databases Ian Robinson, Jim Webber and Emil Eifrem Neo4j.org A New Kind of Science Stephen Wolfram Automatons, Turing Machines
  • 9. Quine Willard Van Orman Quine Douglas Hofstadter
  • 10. Cypher Query Language Neo4j – Graph Database neo4j.com Neo Technologies
  • 13. Summary  Two Worlds  References  Reverse Game Theory of Smart Markets  Service Compilers  Memoization  Building the portal  Q & A
  • 14. Smart Markets • Periodic auctions • Mathematical optimization • Knapsack problem • Combinatorial auctions • Parties are generally anonymous • Market algorithm enforces regulation, fairness and transparency
  • 15. Solution Design • engineering approach to designing economic mechanisms or incentives, toward desired objectives, in strategic settings, • Reverse Game Theory • broad applications, from economics and politics (markets, auctions, voting procedures) to networked-systems (internet interdomain routing, sponsored search auctions). • The 2007 Nobel Memorial Prize in Economic Sciences was awarded to Leonid Hurwicz, Eric Maskin, and Roger Myerson "for having laid the foundations of mechanism design theory".[
  • 16. Summary  Two Worlds  References  Reverse Game Theory of Smart Markets  Service Compilers  Memoization  Building the portal  Q & A
  • 17. Service Compilers  Business Models  Contexts  Change  Service  Microservices, APIs, Web Services  Solutions  Innovations  Services as Rules  Language  Antlr  Neo4j  Business Transformation  Google Model  Smart Market of Services Extending the Google Business Model into a Smart Service Compiler
  • 18. Graph Reactor / Ianta Labs Initial Business Context – Data & Code ClientsRules Rivals Code Meta Data Plans Data Team Sales Bank Skills CONTEXT
  • 19. Graph Reactor / Ianta Labs Final Business Context – Data & Code ClientsRules Rivals Codes Meta -Data Plan Data Team Sales Money Skills CONTEXT
  • 20. Graph Reactor / Ianta Labs Change = Triple (Initial Context, Services, Final Context) Change Service = Triple (Initial Context Pattern, Microservices, Final Context Pattern) Microservice = Triple (Input Cypher Query, Function, Output Cypher Query)
  • 21. Graph Reactor / Ianta Labs Project = Sum (Services) Service 1 Service 2 Service n
  • 22. Graph Reactor / Ianta Labs Solution = Sequence (Services) Service nService 1
  • 23. Graph Reactor / Ianta Labs Innovation = Agile Search (Solution) + Novelty Test Service n Service 1
  • 24. Graph Reactor / Ianta Labs24 Microservice = Coding Service Integer dimX = 3; Antlr4 View Neo4j View
  • 25. Graph Reactor / Ianta Labs25 Iterator Microservice for (int i = 0; i < dimX; i++) { p[i] = db.createNode(pixel);} Antlr4 View Neo4j View
  • 26. Graph Reactor / Ianta Labs CRUD Solution Expansion
  • 27. Graph Reactor / Ianta Labs27 What Investors Expect Model Business Code Solution Validate Solution Print Money Update Process
  • 28. Graph Reactor / Ianta Labs28 The Real Speed of Projects Model Business Code Solution Validate Solution Print Money Update Process
  • 29. Graph Reactor / Ianta Labs29 Solution = Path Target Context Metadata Big data Software Initial Context Metadata Big Data Software Big Data Solution Search Process Initial Context / Code Target Context / Code Changes Transformation
  • 30. Graph Reactor / Ianta Labs30 Search Engine Business Model AdWords Advertisers Pay Per ClickAdSense Web Masters Pay Per Click Internet Pages Search Question Words One question/search Search Engines Do NOT Build Solutions Internet Pages are Contributed by Millions of People
  • 31. Graph Reactor / Ianta Labs31 Expanding Search Engine Model into an Innovation Engine AdWords Advertisers Pay Per Click AdSense Web Masters Pay Per Click Internet Pages Search Internet Users One question/search Microservices Programmers Pay Per Use Cypher Annotations Business Analysts Pay Per Use Budgeted Projects Product Managers Pay Per Use
  • 32. Graph Reactor / Ianta Labs32 Budgeted Projects Product Managers Pay for solutions Microservices Programmers Get paid Cypher Annotations Analysts / Students Get paid Investment Decisions Executives / Investors Pay for services TweetSmart4Progress Microservices Search Engine
  • 33. Graph Reactor / Ianta Labs33 Solution = Path Target Context Metadata Big data Target Code Initial Context Metadata Big Data Initial code Big Data Solution Search Process Initial Code Target Code
  • 34. Graph Reactor / Ianta Labs34
  • 35. Graph Reactor / Ianta Labs35 Implementation Steps • Translate existing APIs into Microservices / Coders + DevOps • Annotate microservices with Cypher queries / BAs • Define projects including test queries / Product Managers • Graph Reactor • neo4j.com/blog/cypher-microservices-part-1 • neo4j.com/blog/cypher-microservices-part-2 • neo4j.com/blog/cypher-microservices-part-3 • neo4j.com/blog/cypher-microservices-part-4
  • 36. Summary  Two Worlds  References  Reverse Game Theory of Smart Markets  Service Compilers  Memoization  Building the portal  Q & A
  • 37. Memoization How Smart Markets of services can implement Evolutionary Machine Learning
  • 38. Summary  Two Worlds  References  Reverse Game Theory of Smart Markets  Service Compilers  Memoization  Building the portal  Q & A
  • 39. Building the Portal Smart Markets of Services
  • 40. A mix of services PwC
  • 41. Graph Reactor / Ianta Labs41 Project Managers Programmers Analysts Entrepreneurs Investors Fastest, Cheapest, Top Quality Solutions Generator Multisided Market Platform Marketers
  • 42. Graph Reactor / Ianta Labs42 $50B Market Opportunity Critical Thinking Decomposed to Logic Rules 30M Coders & IT ~100M Managers 7B Brains 10M x 50w x 40h = 20Bh x $50 = $1T 100M x 50w x 40h = 200Bh x $50 = $10T 1000M x 50w x 40h = 2000Bh x $5 = $10T
  • 43. Graph Reactor / Ianta Labs43 Reactor Ignition Timeline Prototype 01 Trading & Payments Platform 4 Microservices 02 Loading Services & Annotations 03 Ignite Reactor 04 Looking for: - Developers - Partners - Investors Q1 2016 Q2 2016 Q3 2016 Q4 2016 Q1 2017 Q2 2017
  • 44. Summary  Cypher ~ Universal context description language  Annotated microservices/smart contracts ~ Genes  Microservices smart markets ~ Genetic algorithms  Internet of services ~ Genetic pool  Search engine for services ~ Gene ranking/selection  Progressive computational economy ~ Evolutionary genetic pool  Optimal decisions in current context
  • 45. “ ” Civilization advances by extending the number of important operations which we can perform without thinking of them. Alfred North Whitehead Interested to join building a smart automated market of services?
  • 46. Q & A Stefan Ianta @v_ianta servi.ca https://ca.linkedin.com/in/stefanianta
  • 47. Two Worlds Consciousness and all behavior is computed by trillions of processes of live cells BBC documentary: "All Watched Over By Machines of Loving Grace“
  • 48. The Architect Alfred North Whitehead Process philosophy Trinity College, Cambridge https://www.infoq.com/presentations/ Are-We-There-Yet-Rich-Hickey
  • 49. Best practices Engineered Labour Standards MTM Methods-Time Measurement http://mtm-international.org/
  • 50. Engineered Labour Standards Observing the sequence of labour actions of human computers
  • 51. The Market The invisible hand The Solution Search Engine Self-assembling wires Stanford Complexity Group www.youtube.com/watch?v=PeHWqr9dz3c