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Solving Problems with Graphs

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Marko Rodriguez
Marko Rodriguez

Who am I and why do I feel that the world is not infinitely perfect? Which technologies should I use to rectify this situation? Enter the graph and the graph traversal.

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SOLVING PROBLEMS WITH GRAPHS MARKO A. RODRIGUEZ http://THINKAURELIUS.COM
MARKO A. RODRIGUEZ
MARKO A. RODRIGUEZ
MARKO A. RODRIGUEZ
YOU WILL NOT KNOW ME BY LOOKING WITHIN
marko
marko TO KNOW ME IS TO KNOW MY WORLD
gremlin marko AND IN MY WORLD THERE ARE THINGS russell
gremlin a ted cre marko s ow kn russell
gremlin a ted cre marko AND TO KNOW THESE THINGS s ow kn IS TO KNOW THEIR WORLD ... AD INFINITUM russell
pavel ted crea gremlin de pe nd s a ted cre marko blueprints s ow kn russell hortonworks works
pavel ted created crea cql gremlin works de pe nd s twitter a ted cre marko s de d pe en nd d ep blueprints s titan s ow kn faunus russell use use hadoop s s hbase hortonworks works
pavel ted created crea cql gremlin works de pe depe nd s twitter nds a ted cre depends marko uses s de nd pe pe blueprints nd de s titan cassandra s s created epend ow d kn s depends nd faunus pe cloudera de ds de pen depends russell uses use use hadoop s s hbase hortonworks works
I POSIT THAT THE SOLUTIONS TO PROBLEMS EXIST IN THE WORLD AND THAT RESOLUTION IS SOUGHT IN LINKAGE. pavel ted created crea cql gremlin works de pe depe nd s twitter nds a ted cre depends marko uses s de nd pe pe blueprints nd de s titan cassandra s s created epend ow d kn s depends nd faunus pe cloudera de ds de pen depends russell uses use use hadoop s s hbase hortonworks works
PROBLEM • I want organizations with Big Graph Data to use the Aurelius Graph Cluster. pavel ted created crea cql gremlin works de pe depe nd s twitter nds a ted cre depends marko uses s de nd pe pe blueprints nd de s titan cassandra s s created epend ow d kn s depends nd faunus pe cloudera de ds de pen depends russell uses use use hadoop s s hbase hortonworks works
PROBLEM • I want organizations with Big Graph Data to use the Aurelius Graph Cluster. pavel SOLUTION #1 crea ted created cql • Hortonworks and Cloudera gremlin use Big Data technology. works de pe depe nd s twitter nds a ted cre depends marko uses s de nd pe pe blueprints nd de s titan cassandra s s created epend ow d kn s depends nd faunus pe cloudera de ds de pen depends russell uses use use hadoop s s hbase hortonworks works
PROBLEM • I want organizations with Big Graph Data to use the Aurelius Graph Cluster. pavel SOLUTION #1 crea ted created cql • Hortonworks and Cloudera gremlin use Big Data technology. works I know Russell. de pe depe nd s twitter nds a ted cre depends marko uses s de nd pe pe blueprints nd de s titan cassandra s s created epend ow d kn s depends nd faunus pe cloudera de ds de pen depends russell uses use use hadoop s s hbase hortonworks works
PROBLEM • I want organizations with Big Graph Data to use the Aurelius Graph Cluster. pavel SOLUTION #1 crea ted created cql • Hortonworks and Cloudera gremlin use Big Data technology. works I know Russell. de pe depe Partnership? nd s twitter nds a ted cre depends marko uses s de nd pe pe blueprints nd de s titan cassandra s s created epend ow d kn s depends nd faunus pe cloudera de ds de pen depends russell uses use use hadoop s s hbase hortonworks works ner part r partne
pavel ted created crea cql gremlin works de pe depe nd s twitter nds a ted cre depends marko uses s de nd pe pe blueprints nd de s titan cassandra s s created epend ow d kn s depends nd faunus pe cloudera de ds de pen depends russell uses use use hadoop s s hbase hortonworks works
PROBLEM • I want organizations with Big Graph Data to use the Aurelius Graph Cluster. pavel ted created crea cql gremlin works de pe depe nd s twitter nds a ted cre depends marko uses s de nd pe pe blueprints nd de s titan cassandra s s created epend ow d kn s depends nd faunus pe cloudera de ds de pen depends russell uses use use hadoop s s hbase hortonworks works
PROBLEM • I want organizations with Big Graph Data to use the Aurelius Graph Cluster. pavel ted created SOLUTION #2 crea cql gremlin • Pavel and I created Gremlin. works de pe depe nd s twitter nds a ted cre depends marko uses s de nd pe pe blueprints nd de s titan cassandra s s created epend ow d kn s depends nd faunus pe cloudera de ds de pen depends russell uses use use hadoop s s hbase hortonworks works
PROBLEM • I want organizations with Big Graph Data to use the Aurelius Graph Cluster. pavel ted created SOLUTION #2 crea cql gremlin • Pavel and I created Gremlin. works He is a Cassandra engineer de at Twitter. pe depe nd s twitter nds a ted cre depends marko uses s de nd pe pe blueprints nd de s titan cassandra s s created epend ow d kn s depends nd faunus pe cloudera de ds de pen depends russell uses use use hadoop s s hbase hortonworks works
PROBLEM • I want organizations with Big Graph Data to use the Aurelius Graph Cluster. pavel ted created SOLUTION #2 crea cql gremlin • Pavel and I created Gremlin. e ts me works He is a Cassandra engineer de at Twitter. pe depe nd Meeting? s twitter nds a ted cre depends marko uses s de nd pe pe blueprints nd de s titan cassandra s s created epend ow d kn s depends nd faunus pe cloudera de ds de pen depends russell uses use use hadoop s s hbase hortonworks works
pavel ted created crea cql gremlin works de pe depe nd s twitter nds a ted cre depends marko uses s de nd pe pe blueprints nd de s titan cassandra s s created epend ow d kn s depends nd faunus pe cloudera de ds de pen depends russell uses use use hadoop s s hbase hortonworks works
pavel ted created crea cql gremlin SOFTWARE works de pe depe nd s twitter nds a ted cre depends marko uses s de nd pe pe blueprints nd de s titan cassandra s s created epend ow d kn s depends nd faunus pe cloudera de ds de pen depends russell uses use use hadoop s s hbase hortonworks works
marko SOFTWARE
marko SOFTWARE
marko SOFTWARE
marko
marko pet pet mama puppy
marko pet pet sniffs mama puppy
marko chula pet pet i ffs sn sn iffs sniffs mama sniffs puppy curley biscuit mia iffs sn sn scout iffs sniffs jackson missy whettle
marko chula pet pet i ffs sn sn iffs sniffs mama sniffs puppy curley biscuit mia males iffs sn sn scout iffs sniffs jackson missy whettle
marko chula pet pet i ffs sn sn iffs sniffs mama sniffs sniffs puppy curley biscuit sn iffs sniffs mia males sni sni ffs s iff ffs sn iffs sn sn scout iffs sniffs jackson missy whettle
marko chula pet pet i ffs sn sn iffs sniffs mama 1 sniffs sniffs puppy curley biscuit sn iffs sniffs mia males sni sni ffs s iff ffs sn iffs sn sn scout iffs sniffs jackson missy whettle
marko chula pet 2 pet i ffs sn sn iffs sniffs mama 2 1 sniffs sniffs puppy curley biscuit sn iffs sniffs mia males sni sni ffs s iff ffs sn iffs sn sn scout iffs sniffs jackson missy whettle
marko chula pet 2 pet i ffs sn sn iffs sniffs mama 2 sniffs sniffs puppy curley biscuit sn iffs 3 sniffs mia males sni sni ffs s iff ffs sn iffs sn sn scout iffs sniffs jackson missy whettle
marko chula pet pet i ffs sn sn iffs 4 sniffs mama sniffs sniffs puppy curley biscuit sn iffs 3 sniffs mia males sni 4 sni ffs s iff ffs sn iffs sn sn scout iffs 4 4 4 sniffs jackson missy whettle
marko chula pet pet i ffs sn sn iffs 5 4 sniffs mama sniffs sniffs puppy curley biscuit sn iffs sniffs mia males sni 4 sni 5 ffs s iff ffs sn iffs sn sn scout iffs 4 4 4 sniffs jackson missy whettle
marko chula pet pet i ffs sn sn iffs 5 sniffs mama sniffs sniffs puppy curley biscuit sn iffs sniffs mia males sni sni 5 ffs s iff ffs sn iffs sn sn scout iffs sniffs jackson missy whettle
marko chula pet pet i ffs sn sn iffs sniffs mama sniffs sniffs puppy curley biscuit sn iffs sniffs mia males sni sni ffs s iff ffs sn iffs sn sn scout iffs sniffs jackson missy whettle
marko chula pet pet i ffs sn sn iffs sniffs mama sniffs sniffs puppy curley biscuit sn iffs sniffs mia males sni sni ffs s iff ffs sn iffs sn sn scout iffs sniffs jackson missy whettle
PROBLEM • What is the best way to save this dog community from disease? marko chula pet pet i ffs sn sn iffs sniffs mama sniffs sniffs puppy curley biscuit sn iffs sniffs mia males sni sni ffs s iff ffs sn iffs sn sn scout iffs sniffs jackson missy whettle
PROBLEM • What is the best way to save this dog community from disease? marko chula pet pet i ffs sn sn iffs sniffs mama sniffs sniffs puppy curley biscuit sn iffs sniffs mia males sni sni ffs s iff ffs sn iffs sn sn scout iffs sniffs jackson missy whettle
PROBLEM • What is the best way to save this dog community from disease? SOLUTION marko • Inoculate the most central dog. chula pet pet i ffs sn sn e ulat iffs inoc sniffs mama sniffs sniffs puppy curley biscuit sn iffs sniffs mia males sni sni ffs s iff ffs sn iffs sn sn scout iffs sniffs jackson missy whettle
PROBLEM • What is the best way to save this dog community from disease? SOLUTION marko • Inoculate the most central dog. chula pet pet i ffs sn sn iffs sniffs mama sniffs sniffs puppy curley biscuit sn iffs sniffs mia males sni sni ffs s iff ffs sn iffs sn sn scout iffs sniffs jackson missy whettle
marko chula pet pet i ffs sn sn iffs sniffs mama sniffs sniffs puppy curley biscuit sn iffs sniffs mia males sni sni ffs s iff ffs sn iffs sn sn scout iffs sniffs jackson missy whettle
marko chula DOGS pet pet i ffs sn sn iffs sniffs mama sniffs sniffs puppy curley biscuit sn iffs sniffs mia males sni sni ffs s iff ffs sn iffs sn sn scout iffs sniffs jackson missy whettle
marko DOGS
marko SOFTWARE DOGS
marko SOFTWARE DOGS
marko SOFTWARE DOGS
marko SOFTWARE DOGS
marko SOFTWARE DOGS
marko
avalanche marko captain
blackhawks wild panthers avalanche marko captain
game #1 played blackhawks #2 wild #3 panthers #4 avalanche marko #5 captain ... #n
game #1 played blackhawks #2 period #1 wild p1 #3 #2 p2 p3 panthers #4 #3 avalanche marko #5 captain ... #n
game #1 played blackhawks #2 period #1 wild p1 #3 #2 p2 p3 panthers #4 #3 ls goal goa penalty #1 #1 avalanche penalties marko #5 #2 #2 captain ... #3 #n
game #1 steve jason craig patrick ... played blackhawks #2 period #1 wild p1 #3 #2 p2 p3 panthers #4 #3 ls goal goa penalty #1 #1 avalanche penalties marko #5 #2 #2 captain ... #3 #n
game #1 steve jason craig patrick ... played blackhawks #2 period #1 received scored assisted scored wild p1 #3 #2 p2 p3 panthers #4 #3 ls goal goa penalty #1 assisted #1 avalanche penalties marko #5 #2 #2 captain ... #3 #n
PROBLEM game #1 steve jason craig patrick • Who do I draft for the 2012/2013 season? ... played blackhawks #2 period #1 received scored assisted scored wild p1 #3 #2 p2 p3 panthers #4 #3 ls goal goa penalty #1 assisted #1 avalanche penalties marko #5 #2 #2 captain ... #3 #n
PROBLEM game #1 steve jason craig patrick • Who do I draft for the 2012/2013 season? ... played blackhawks #2 period #1 received scored assisted scored wild p1 #3 #2 p2 p3 panthers #4 #3 ls goal goa penalty #1 assisted #1 avalanche penalties marko #5 #2 #2 captain ... #3 SOLUTION #n • Craig/Patrick play well together.
PROBLEM game #1 steve jason craig patrick • Who do I draft for the 2012/2013 season? ... played blackhawks #2 period #1 received scored assisted scored wild p1 #3 #2 p2 p3 panthers #4 #3 ls goal goa penalty #1 assisted #1 avalanche penalties draft marko #5 #2 #2 captain ... #3 draft SOLUTION #n • Craig/Patrick play well together. Draft them as a pair?
game #1 steve jason craig patrick ... played blackhawks #2 period #1 received scored assisted scored wild p1 #3 #2 p2 p3 panthers #4 #3 ls goal goa penalty #1 assisted #1 avalanche penalties marko #5 #2 #2 captain ... #3 SPORTS #n
SPORTS marko
SPORTS marko SOFTWARE DOGS
THIS IS JUST MY SUBSET OF THE WORLD AND MY PERSONAL PROBLEMS.
OUR PERSONAL WORLDS ...
... ARE EMBEDDED WITHIN A LARGER WORLD ...
... OF OTHER PEOPLE AND ARTIFACTS ...
... AND TOGETHER WE NAVIGATE THAT WORLD ...
... TRYING TO BETTER OUR LIVES ...
... BY SOLVING OUR PROBLEMS ...
... BY OPTIMALLY LINKING OURSELVES WITHIN THE WORLD.
WHY DO WE ENCODE OURSELVES?
These are my friends. I think about these ideas. I like these books. This where I work. I am. I visit these webpages. I work on these projects. I wrote these articles. WHY ARE WE CREATING A UNIVERSAL MODEL?
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs
Solving Problems with Graphs

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Solving Problems with Graphs

  • 1. SOLVING PROBLEMS WITH GRAPHS MARKO A. RODRIGUEZ http://THINKAURELIUS.COM
  • 5.
  • 6.
  • 7. YOU WILL NOT KNOW ME BY LOOKING WITHIN
  • 8.
  • 9.
  • 10.
  • 11.
  • 12.
  • 13. marko
  • 14. marko TO KNOW ME IS TO KNOW MY WORLD
  • 15. gremlin marko AND IN MY WORLD THERE ARE THINGS russell
  • 16. gremlin a ted cre marko s ow kn russell
  • 17. gremlin a ted cre marko AND TO KNOW THESE THINGS s ow kn IS TO KNOW THEIR WORLD ... AD INFINITUM russell
  • 18. pavel ted crea gremlin de pe nd s a ted cre marko blueprints s ow kn russell hortonworks works
  • 19. pavel ted created crea cql gremlin works de pe nd s twitter a ted cre marko s de d pe en nd d ep blueprints s titan s ow kn faunus russell use use hadoop s s hbase hortonworks works
  • 20. pavel ted created crea cql gremlin works de pe depe nd s twitter nds a ted cre depends marko uses s de nd pe pe blueprints nd de s titan cassandra s s created epend ow d kn s depends nd faunus pe cloudera de ds de pen depends russell uses use use hadoop s s hbase hortonworks works
  • 21. I POSIT THAT THE SOLUTIONS TO PROBLEMS EXIST IN THE WORLD AND THAT RESOLUTION IS SOUGHT IN LINKAGE. pavel ted created crea cql gremlin works de pe depe nd s twitter nds a ted cre depends marko uses s de nd pe pe blueprints nd de s titan cassandra s s created epend ow d kn s depends nd faunus pe cloudera de ds de pen depends russell uses use use hadoop s s hbase hortonworks works
  • 22. PROBLEM • I want organizations with Big Graph Data to use the Aurelius Graph Cluster. pavel ted created crea cql gremlin works de pe depe nd s twitter nds a ted cre depends marko uses s de nd pe pe blueprints nd de s titan cassandra s s created epend ow d kn s depends nd faunus pe cloudera de ds de pen depends russell uses use use hadoop s s hbase hortonworks works
  • 23. PROBLEM • I want organizations with Big Graph Data to use the Aurelius Graph Cluster. pavel SOLUTION #1 crea ted created cql • Hortonworks and Cloudera gremlin use Big Data technology. works de pe depe nd s twitter nds a ted cre depends marko uses s de nd pe pe blueprints nd de s titan cassandra s s created epend ow d kn s depends nd faunus pe cloudera de ds de pen depends russell uses use use hadoop s s hbase hortonworks works
  • 24. PROBLEM • I want organizations with Big Graph Data to use the Aurelius Graph Cluster. pavel SOLUTION #1 crea ted created cql • Hortonworks and Cloudera gremlin use Big Data technology. works I know Russell. de pe depe nd s twitter nds a ted cre depends marko uses s de nd pe pe blueprints nd de s titan cassandra s s created epend ow d kn s depends nd faunus pe cloudera de ds de pen depends russell uses use use hadoop s s hbase hortonworks works
  • 25. PROBLEM • I want organizations with Big Graph Data to use the Aurelius Graph Cluster. pavel SOLUTION #1 crea ted created cql • Hortonworks and Cloudera gremlin use Big Data technology. works I know Russell. de pe depe Partnership? nd s twitter nds a ted cre depends marko uses s de nd pe pe blueprints nd de s titan cassandra s s created epend ow d kn s depends nd faunus pe cloudera de ds de pen depends russell uses use use hadoop s s hbase hortonworks works ner part r partne
  • 26. pavel ted created crea cql gremlin works de pe depe nd s twitter nds a ted cre depends marko uses s de nd pe pe blueprints nd de s titan cassandra s s created epend ow d kn s depends nd faunus pe cloudera de ds de pen depends russell uses use use hadoop s s hbase hortonworks works
  • 27. PROBLEM • I want organizations with Big Graph Data to use the Aurelius Graph Cluster. pavel ted created crea cql gremlin works de pe depe nd s twitter nds a ted cre depends marko uses s de nd pe pe blueprints nd de s titan cassandra s s created epend ow d kn s depends nd faunus pe cloudera de ds de pen depends russell uses use use hadoop s s hbase hortonworks works
  • 28. PROBLEM • I want organizations with Big Graph Data to use the Aurelius Graph Cluster. pavel ted created SOLUTION #2 crea cql gremlin • Pavel and I created Gremlin. works de pe depe nd s twitter nds a ted cre depends marko uses s de nd pe pe blueprints nd de s titan cassandra s s created epend ow d kn s depends nd faunus pe cloudera de ds de pen depends russell uses use use hadoop s s hbase hortonworks works
  • 29. PROBLEM • I want organizations with Big Graph Data to use the Aurelius Graph Cluster. pavel ted created SOLUTION #2 crea cql gremlin • Pavel and I created Gremlin. works He is a Cassandra engineer de at Twitter. pe depe nd s twitter nds a ted cre depends marko uses s de nd pe pe blueprints nd de s titan cassandra s s created epend ow d kn s depends nd faunus pe cloudera de ds de pen depends russell uses use use hadoop s s hbase hortonworks works
  • 30. PROBLEM • I want organizations with Big Graph Data to use the Aurelius Graph Cluster. pavel ted created SOLUTION #2 crea cql gremlin • Pavel and I created Gremlin. e ts me works He is a Cassandra engineer de at Twitter. pe depe nd Meeting? s twitter nds a ted cre depends marko uses s de nd pe pe blueprints nd de s titan cassandra s s created epend ow d kn s depends nd faunus pe cloudera de ds de pen depends russell uses use use hadoop s s hbase hortonworks works
  • 31. pavel ted created crea cql gremlin works de pe depe nd s twitter nds a ted cre depends marko uses s de nd pe pe blueprints nd de s titan cassandra s s created epend ow d kn s depends nd faunus pe cloudera de ds de pen depends russell uses use use hadoop s s hbase hortonworks works
  • 32. pavel ted created crea cql gremlin SOFTWARE works de pe depe nd s twitter nds a ted cre depends marko uses s de nd pe pe blueprints nd de s titan cassandra s s created epend ow d kn s depends nd faunus pe cloudera de ds de pen depends russell uses use use hadoop s s hbase hortonworks works
  • 36. marko
  • 37. marko pet pet mama puppy
  • 38. marko pet pet sniffs mama puppy
  • 39. marko chula pet pet i ffs sn sn iffs sniffs mama sniffs puppy curley biscuit mia iffs sn sn scout iffs sniffs jackson missy whettle
  • 40. marko chula pet pet i ffs sn sn iffs sniffs mama sniffs puppy curley biscuit mia males iffs sn sn scout iffs sniffs jackson missy whettle
  • 41. marko chula pet pet i ffs sn sn iffs sniffs mama sniffs sniffs puppy curley biscuit sn iffs sniffs mia males sni sni ffs s iff ffs sn iffs sn sn scout iffs sniffs jackson missy whettle
  • 42. marko chula pet pet i ffs sn sn iffs sniffs mama 1 sniffs sniffs puppy curley biscuit sn iffs sniffs mia males sni sni ffs s iff ffs sn iffs sn sn scout iffs sniffs jackson missy whettle
  • 43. marko chula pet 2 pet i ffs sn sn iffs sniffs mama 2 1 sniffs sniffs puppy curley biscuit sn iffs sniffs mia males sni sni ffs s iff ffs sn iffs sn sn scout iffs sniffs jackson missy whettle
  • 44. marko chula pet 2 pet i ffs sn sn iffs sniffs mama 2 sniffs sniffs puppy curley biscuit sn iffs 3 sniffs mia males sni sni ffs s iff ffs sn iffs sn sn scout iffs sniffs jackson missy whettle
  • 45. marko chula pet pet i ffs sn sn iffs 4 sniffs mama sniffs sniffs puppy curley biscuit sn iffs 3 sniffs mia males sni 4 sni ffs s iff ffs sn iffs sn sn scout iffs 4 4 4 sniffs jackson missy whettle
  • 46. marko chula pet pet i ffs sn sn iffs 5 4 sniffs mama sniffs sniffs puppy curley biscuit sn iffs sniffs mia males sni 4 sni 5 ffs s iff ffs sn iffs sn sn scout iffs 4 4 4 sniffs jackson missy whettle
  • 47. marko chula pet pet i ffs sn sn iffs 5 sniffs mama sniffs sniffs puppy curley biscuit sn iffs sniffs mia males sni sni 5 ffs s iff ffs sn iffs sn sn scout iffs sniffs jackson missy whettle
  • 48. marko chula pet pet i ffs sn sn iffs sniffs mama sniffs sniffs puppy curley biscuit sn iffs sniffs mia males sni sni ffs s iff ffs sn iffs sn sn scout iffs sniffs jackson missy whettle
  • 49. marko chula pet pet i ffs sn sn iffs sniffs mama sniffs sniffs puppy curley biscuit sn iffs sniffs mia males sni sni ffs s iff ffs sn iffs sn sn scout iffs sniffs jackson missy whettle
  • 50. PROBLEM • What is the best way to save this dog community from disease? marko chula pet pet i ffs sn sn iffs sniffs mama sniffs sniffs puppy curley biscuit sn iffs sniffs mia males sni sni ffs s iff ffs sn iffs sn sn scout iffs sniffs jackson missy whettle
  • 51. PROBLEM • What is the best way to save this dog community from disease? marko chula pet pet i ffs sn sn iffs sniffs mama sniffs sniffs puppy curley biscuit sn iffs sniffs mia males sni sni ffs s iff ffs sn iffs sn sn scout iffs sniffs jackson missy whettle
  • 52. PROBLEM • What is the best way to save this dog community from disease? SOLUTION marko • Inoculate the most central dog. chula pet pet i ffs sn sn e ulat iffs inoc sniffs mama sniffs sniffs puppy curley biscuit sn iffs sniffs mia males sni sni ffs s iff ffs sn iffs sn sn scout iffs sniffs jackson missy whettle
  • 53. PROBLEM • What is the best way to save this dog community from disease? SOLUTION marko • Inoculate the most central dog. chula pet pet i ffs sn sn iffs sniffs mama sniffs sniffs puppy curley biscuit sn iffs sniffs mia males sni sni ffs s iff ffs sn iffs sn sn scout iffs sniffs jackson missy whettle
  • 54. marko chula pet pet i ffs sn sn iffs sniffs mama sniffs sniffs puppy curley biscuit sn iffs sniffs mia males sni sni ffs s iff ffs sn iffs sn sn scout iffs sniffs jackson missy whettle
  • 55. marko chula DOGS pet pet i ffs sn sn iffs sniffs mama sniffs sniffs puppy curley biscuit sn iffs sniffs mia males sni sni ffs s iff ffs sn iffs sn sn scout iffs sniffs jackson missy whettle
  • 57. marko SOFTWARE DOGS
  • 58. marko SOFTWARE DOGS
  • 59. marko SOFTWARE DOGS
  • 60. marko SOFTWARE DOGS
  • 61. marko SOFTWARE DOGS
  • 62. marko
  • 63. avalanche marko captain
  • 64. blackhawks wild panthers avalanche marko captain
  • 65. game #1 played blackhawks #2 wild #3 panthers #4 avalanche marko #5 captain ... #n
  • 66. game #1 played blackhawks #2 period #1 wild p1 #3 #2 p2 p3 panthers #4 #3 avalanche marko #5 captain ... #n
  • 67. game #1 played blackhawks #2 period #1 wild p1 #3 #2 p2 p3 panthers #4 #3 ls goal goa penalty #1 #1 avalanche penalties marko #5 #2 #2 captain ... #3 #n
  • 68. game #1 steve jason craig patrick ... played blackhawks #2 period #1 wild p1 #3 #2 p2 p3 panthers #4 #3 ls goal goa penalty #1 #1 avalanche penalties marko #5 #2 #2 captain ... #3 #n
  • 69. game #1 steve jason craig patrick ... played blackhawks #2 period #1 received scored assisted scored wild p1 #3 #2 p2 p3 panthers #4 #3 ls goal goa penalty #1 assisted #1 avalanche penalties marko #5 #2 #2 captain ... #3 #n
  • 70. PROBLEM game #1 steve jason craig patrick • Who do I draft for the 2012/2013 season? ... played blackhawks #2 period #1 received scored assisted scored wild p1 #3 #2 p2 p3 panthers #4 #3 ls goal goa penalty #1 assisted #1 avalanche penalties marko #5 #2 #2 captain ... #3 #n
  • 71. PROBLEM game #1 steve jason craig patrick • Who do I draft for the 2012/2013 season? ... played blackhawks #2 period #1 received scored assisted scored wild p1 #3 #2 p2 p3 panthers #4 #3 ls goal goa penalty #1 assisted #1 avalanche penalties marko #5 #2 #2 captain ... #3 SOLUTION #n • Craig/Patrick play well together.
  • 72. PROBLEM game #1 steve jason craig patrick • Who do I draft for the 2012/2013 season? ... played blackhawks #2 period #1 received scored assisted scored wild p1 #3 #2 p2 p3 panthers #4 #3 ls goal goa penalty #1 assisted #1 avalanche penalties draft marko #5 #2 #2 captain ... #3 draft SOLUTION #n • Craig/Patrick play well together. Draft them as a pair?
  • 73. game #1 steve jason craig patrick ... played blackhawks #2 period #1 received scored assisted scored wild p1 #3 #2 p2 p3 panthers #4 #3 ls goal goa penalty #1 assisted #1 avalanche penalties marko #5 #2 #2 captain ... #3 SPORTS #n
  • 75. SPORTS marko SOFTWARE DOGS
  • 76. THIS IS JUST MY SUBSET OF THE WORLD AND MY PERSONAL PROBLEMS.
  • 78. ... ARE EMBEDDED WITHIN A LARGER WORLD ...
  • 79. ... OF OTHER PEOPLE AND ARTIFACTS ...
  • 80. ... AND TOGETHER WE NAVIGATE THAT WORLD ...
  • 81. ... TRYING TO BETTER OUR LIVES ...
  • 82. ... BY SOLVING OUR PROBLEMS ...
  • 83. ... BY OPTIMALLY LINKING OURSELVES WITHIN THE WORLD.
  • 84. WHY DO WE ENCODE OURSELVES?
  • 85. These are my friends. I think about these ideas. I like these books. This where I work. I am. I visit these webpages. I work on these projects. I wrote these articles. WHY ARE WE CREATING A UNIVERSAL MODEL?