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A.I.Creates                       tm




      Intellectual Capital Club
 Creating intellectual capital for partnerships
in predictive analytics and artificial intelligence




              Dr. Valery Tsourikov

                  Minsk 2012

                                          Valery Tsourikov 2012 (c). All rights reserved
Part 1. Business Model:         Slides 3-10

Part 2. Predictive Analytics,
A.I. for content generation:    Slides 11-26




                                    Valery Tsourikov 2012 (c). All rights reserved
Modern Artificial Intelligence Means
                    Big Business
• Machine Learning, Combinatorial Intelligence,
  Semantics, Predictive Analytics can generate:
   – Better content
   – Faster &
   – Cheaper, than human team alone

• Business opportunity is really big. For example, over
  the past five years IBM spent $14B for 24 analytics acquisitions.

          How to exploit this mega-trend?


                                                 Valery Tsourikov 2012 (c). All rights reserved
Gartner Group. Hot Technologies for 2011-12:
 Next-Generation Analytics and Social Analytics




Next-Generation Analytics:
  It is becoming possible to run real-time simulations of
each individual business action to predict their future
outcome rather than simply providing data about past
interactions.
                                               Valery Tsourikov 2012 (c). All rights reserved
Idea of the Intellectual Capital Club

1.    Our Ph.D. teams develop A.I. software
2.    Joint venture is formed with strategic partner or investor
3.    JV exploits hot market opportunity

                                                    Strategic Partner/
Projects                                                 Investor
•Robust trading systems
•Global markets prediction
•Credit scoring
•HFT platforms
•Drug discovery
                                                              Joint
•Business analytics                                          Venture
•Marketing trends
•Image and video mining        A.I. Software Team
•Price prediction: insurance
                                                       World Markets
                                                       Valery Tsourikov 2012 (c). All rights reserved
The Idea: To Create Critical Mass
  of Human Brains Who Will Code A.I. Systems
• In September 2010 we started special course on
  advanced analytics with a clear business objective:

   – To teach best talents to develop A.I. systems for
     predictive analytics and automatic content generation

   As for April 2012, 130 mathematicians and programmers
     completed the course; many more new researchers will
     join the Club in 2012
   Several new business projects in predictive analytics
     have already been initiated by course graduates
                                            Valery Tsourikov 2012 (c). All rights reserved
How the Club Works
• We train Ph.D. students in Predictive Analytics and A.I.
  and invite best graduates to start real software projects

• Then we show prototypes of intelligent systems
  to potential strategic partners/investors

• Together with partners we exploit hot business
  opportunities on world markets



                                           Valery Tsourikov 2012 (c). All rights reserved
Course Attendees
Master and Ph.D. students majoring in:
-   mathematics
-   artificial intelligence
-   computer science
-   econometrics
-   computer linguistics
-   financial engineering
        We invite only best Ph.D. students
       from five major universities in Minsk
                                        Valery Tsourikov 2012 (c). All rights reserved
Course Content
• A.I. and advanced analytics   • Pattern recognition
• Mega-trend: content by A.I.   • Data, text, image mining
• Machine Learning              • Ensembles, boosting
  - Trees, Kernels              • Causal time series
  - Feature selection              – Granger causality
  - Support Vector Machines
                                   – Extended Kalman filter
  - ML application
• Predictive Analytics             – Sequential Monte Carlo
• A.I. and novelty creation     • Automatic creation of
  - Building Blocks               mathematical models
  - Novelty Propagation            – Trading strategies
  - Semantics                      – Credit scoring
  - Genetic Programming            – Price prediction
• Drugs discovery with ML          – High frequency trading
                                              Valery Tsourikov 2012 (c). All rights reserved
Ongoing Projects
• DISFA: automated creation of trading systems for ETFs
  and U.S. stocks. Shipping to clients since Q4’2010

• White Sparrow: A.I. Platform for intraday and multiday trading with
  Predictive trading strategies.
   – Started in Q1’2011. Partner: DISFA Global; Status: we are running trading
     with real capital before final release

   • Predictive StatArb: identifying and exploiting regularities or
     “patterns” in asset price dynamics.

   • News Expert System: breaking news intelligent guard. Alfa-
     prototype for internal use in TS development.

   • Economy Health Scanner: automated recession prediction. Alfa-
      prototype for internal use in TS development.

                                                         Valery Tsourikov 2012 (c). All rights reserved
Rapid R&D Methodology

To minimize new products launch cycle we use a novel
method called RRD – Rapid Research and
Development – check presentation on the website




                                      Valery Tsourikov 2012 (c). All rights reserved
Part 2.Content Revolution
   Predictive Analytics and
  A.I. for content generation




                            Valery Tsourikov 2012 (c). All rights reserved
Internet and Intranets 2011+:
               Major Shift to Content
• Internet evolution
  – Phase 1: infrastructure (Sun Microsystems, Cisco), search
    engines (Yahoo, Google), e-shops (Amazon, EBay)

  – Phase 2: user-generated simple content (Flickr, blogs,
    social media – Facebook, LinkedIn)

  – Phase 3:
    - A.I. generates   content  New MEGA TREND

                                              Valery Tsourikov 2012 (c). All rights reserved
A.I. Creates Content as Mega-trend
• Addresses basic needs: content creation is fundamental
  feature of human civilization
• Internet is ready: everywhere, high bandwidth, cheap

• A.I. is ready: machine learning, pattern recognition,
  advanced analytics, semantics

• Huge business opportunities: decisions support; business
  analytics, robotic trading; data, images and video mining


                                              Valery Tsourikov 2012 (c). All rights reserved
Internet 2011+:
      Content Revolution




   Many groups will try to ride mega-trend




Ready to explore new opportunities?
                                     Valery Tsourikov 2012 (c). All rights reserved
Why A.I. for content creation?
A.I. silicon brain           Human brain
• Very fast evolution        •   No change for 20,000 years
• Works 24x7x365             •   Lazy, sleeps, drinks etc.
• Silicon brain capacity     •   Brain capacity is limited
  is practically unlimited   •   Demands salary increase,
• No salary increase,            bonuses, vacations and
  at least for now               respect no matter what


     A.I. generates content
             - Better - Faster - Cheaper
                                            Valery Tsourikov 2012 (c). All rights reserved
Artificial Intelligence vs. Human Brain
This is fundamental fact: A.I. evolves
exponentially but human brain remains
unchanged since Stone Age


                    Artificial Intelligence is entering A.I.
                    exponential phase of evolution



   Human brain stopped evolving                            humans
   20 000 years ago

                                             Valery Tsourikov 2012 (c). All rights reserved
A.I. Beats Human
• Garry Kasparov, the greatest chessplayer of all time, was
  defeated by Deep Blue computer in 1997

• Same year, Invention Machine Corp. announced A.I.
  software that created new patentable ideas by linking
  thousands of physical effects in a second

• No human can generate ideas with such speed



                                           Valery Tsourikov 2012 (c). All rights reserved
Why is power of A.I. rapidly increasing?

• First, because microprocessors double their
  performance every 18 month (Moore’s law)

• Second, modern A.I. understands the meaning of
  words and can learn by reading different information
  sources

• A.I. is able to run Darwinian-type concept creation
  and selection with Monte-Carlo method

                                           Valery Tsourikov 2012 (c). All rights reserved
Our Niche: Advanced A.I. for Content
Generation



                     users



                             A .I .+
                                      Hum
                             Crea           an
                                    tivity
                                           !
                                Valery Tsourikov 2012 (c). All rights reserved
Content Creation by A.I.

Facts
                              New content:
                 Creative     Risk models
Trends
                              Predictions
Models          Artificial    Images
Theories       Intelligence   Videos
Needs
                              Discoveries
Common sense
                              Trading systems
Concepts
                              Optimal Portfolios
News




                                Valery Tsourikov 2012 (c). All rights reserved
Machine Learning: Great Business
     Opportunities on Modern Internet

     Internet: texts images data video
      Machine Learning:
           Text Mining

                   Image Recognition
Inte
     rnet
Mac       w                  Predictive Analytics
    hine ill be fi
          Lear     lled
               ning     wit h
                     algo
                          rithm
                                s
                                         Video Search
                                                 Valery Tsourikov 2012 (c). All rights reserved
Q&A
• How are you going to implement the projects?
   – We are looking for partners who see great business
     opportunities in A.I. and Machine Learning spaces

• What kind of partners are you looking for?

   – Strategic partners: corporations or investors from
     the U.S., European Union and Asia



       Contact us by email: Christina.butsko@nilitis.com
                                                   Valery Tsourikov 2012 (c). All rights reserved

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Ai creates april 12_12

  • 1. A.I.Creates tm Intellectual Capital Club Creating intellectual capital for partnerships in predictive analytics and artificial intelligence Dr. Valery Tsourikov Minsk 2012 Valery Tsourikov 2012 (c). All rights reserved
  • 2. Part 1. Business Model: Slides 3-10 Part 2. Predictive Analytics, A.I. for content generation: Slides 11-26 Valery Tsourikov 2012 (c). All rights reserved
  • 3. Modern Artificial Intelligence Means Big Business • Machine Learning, Combinatorial Intelligence, Semantics, Predictive Analytics can generate: – Better content – Faster & – Cheaper, than human team alone • Business opportunity is really big. For example, over the past five years IBM spent $14B for 24 analytics acquisitions. How to exploit this mega-trend? Valery Tsourikov 2012 (c). All rights reserved
  • 4. Gartner Group. Hot Technologies for 2011-12: Next-Generation Analytics and Social Analytics Next-Generation Analytics: It is becoming possible to run real-time simulations of each individual business action to predict their future outcome rather than simply providing data about past interactions. Valery Tsourikov 2012 (c). All rights reserved
  • 5. Idea of the Intellectual Capital Club 1. Our Ph.D. teams develop A.I. software 2. Joint venture is formed with strategic partner or investor 3. JV exploits hot market opportunity Strategic Partner/ Projects Investor •Robust trading systems •Global markets prediction •Credit scoring •HFT platforms •Drug discovery Joint •Business analytics Venture •Marketing trends •Image and video mining A.I. Software Team •Price prediction: insurance World Markets Valery Tsourikov 2012 (c). All rights reserved
  • 6. The Idea: To Create Critical Mass of Human Brains Who Will Code A.I. Systems • In September 2010 we started special course on advanced analytics with a clear business objective: – To teach best talents to develop A.I. systems for predictive analytics and automatic content generation As for April 2012, 130 mathematicians and programmers completed the course; many more new researchers will join the Club in 2012 Several new business projects in predictive analytics have already been initiated by course graduates Valery Tsourikov 2012 (c). All rights reserved
  • 7. How the Club Works • We train Ph.D. students in Predictive Analytics and A.I. and invite best graduates to start real software projects • Then we show prototypes of intelligent systems to potential strategic partners/investors • Together with partners we exploit hot business opportunities on world markets Valery Tsourikov 2012 (c). All rights reserved
  • 8. Course Attendees Master and Ph.D. students majoring in: - mathematics - artificial intelligence - computer science - econometrics - computer linguistics - financial engineering We invite only best Ph.D. students from five major universities in Minsk Valery Tsourikov 2012 (c). All rights reserved
  • 9. Course Content • A.I. and advanced analytics • Pattern recognition • Mega-trend: content by A.I. • Data, text, image mining • Machine Learning • Ensembles, boosting - Trees, Kernels • Causal time series - Feature selection – Granger causality - Support Vector Machines – Extended Kalman filter - ML application • Predictive Analytics – Sequential Monte Carlo • A.I. and novelty creation • Automatic creation of - Building Blocks mathematical models - Novelty Propagation – Trading strategies - Semantics – Credit scoring - Genetic Programming – Price prediction • Drugs discovery with ML – High frequency trading Valery Tsourikov 2012 (c). All rights reserved
  • 10. Ongoing Projects • DISFA: automated creation of trading systems for ETFs and U.S. stocks. Shipping to clients since Q4’2010 • White Sparrow: A.I. Platform for intraday and multiday trading with Predictive trading strategies. – Started in Q1’2011. Partner: DISFA Global; Status: we are running trading with real capital before final release • Predictive StatArb: identifying and exploiting regularities or “patterns” in asset price dynamics. • News Expert System: breaking news intelligent guard. Alfa- prototype for internal use in TS development. • Economy Health Scanner: automated recession prediction. Alfa- prototype for internal use in TS development. Valery Tsourikov 2012 (c). All rights reserved
  • 11. Rapid R&D Methodology To minimize new products launch cycle we use a novel method called RRD – Rapid Research and Development – check presentation on the website Valery Tsourikov 2012 (c). All rights reserved
  • 12. Part 2.Content Revolution Predictive Analytics and A.I. for content generation Valery Tsourikov 2012 (c). All rights reserved
  • 13. Internet and Intranets 2011+: Major Shift to Content • Internet evolution – Phase 1: infrastructure (Sun Microsystems, Cisco), search engines (Yahoo, Google), e-shops (Amazon, EBay) – Phase 2: user-generated simple content (Flickr, blogs, social media – Facebook, LinkedIn) – Phase 3: - A.I. generates content  New MEGA TREND Valery Tsourikov 2012 (c). All rights reserved
  • 14. A.I. Creates Content as Mega-trend • Addresses basic needs: content creation is fundamental feature of human civilization • Internet is ready: everywhere, high bandwidth, cheap • A.I. is ready: machine learning, pattern recognition, advanced analytics, semantics • Huge business opportunities: decisions support; business analytics, robotic trading; data, images and video mining Valery Tsourikov 2012 (c). All rights reserved
  • 15. Internet 2011+: Content Revolution Many groups will try to ride mega-trend Ready to explore new opportunities? Valery Tsourikov 2012 (c). All rights reserved
  • 16. Why A.I. for content creation? A.I. silicon brain Human brain • Very fast evolution • No change for 20,000 years • Works 24x7x365 • Lazy, sleeps, drinks etc. • Silicon brain capacity • Brain capacity is limited is practically unlimited • Demands salary increase, • No salary increase, bonuses, vacations and at least for now respect no matter what A.I. generates content - Better - Faster - Cheaper Valery Tsourikov 2012 (c). All rights reserved
  • 17. Artificial Intelligence vs. Human Brain This is fundamental fact: A.I. evolves exponentially but human brain remains unchanged since Stone Age Artificial Intelligence is entering A.I. exponential phase of evolution Human brain stopped evolving humans 20 000 years ago Valery Tsourikov 2012 (c). All rights reserved
  • 18. A.I. Beats Human • Garry Kasparov, the greatest chessplayer of all time, was defeated by Deep Blue computer in 1997 • Same year, Invention Machine Corp. announced A.I. software that created new patentable ideas by linking thousands of physical effects in a second • No human can generate ideas with such speed Valery Tsourikov 2012 (c). All rights reserved
  • 19. Why is power of A.I. rapidly increasing? • First, because microprocessors double their performance every 18 month (Moore’s law) • Second, modern A.I. understands the meaning of words and can learn by reading different information sources • A.I. is able to run Darwinian-type concept creation and selection with Monte-Carlo method Valery Tsourikov 2012 (c). All rights reserved
  • 20. Our Niche: Advanced A.I. for Content Generation users A .I .+ Hum Crea an tivity ! Valery Tsourikov 2012 (c). All rights reserved
  • 21. Content Creation by A.I. Facts New content: Creative Risk models Trends Predictions Models Artificial Images Theories Intelligence Videos Needs Discoveries Common sense Trading systems Concepts Optimal Portfolios News Valery Tsourikov 2012 (c). All rights reserved
  • 22. Machine Learning: Great Business Opportunities on Modern Internet Internet: texts images data video Machine Learning: Text Mining Image Recognition Inte rnet Mac w Predictive Analytics hine ill be fi Lear lled ning wit h algo rithm s Video Search Valery Tsourikov 2012 (c). All rights reserved
  • 23. Q&A • How are you going to implement the projects? – We are looking for partners who see great business opportunities in A.I. and Machine Learning spaces • What kind of partners are you looking for? – Strategic partners: corporations or investors from the U.S., European Union and Asia Contact us by email: Christina.butsko@nilitis.com Valery Tsourikov 2012 (c). All rights reserved