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How to create a personal knowledge graph IBM Meetup Big Data Madrid 2017

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Boosterme is a project, in construction, to build a personal knowledge graph.

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How to create a personal knowledge graph IBM Meetup Big Data Madrid 2017

  1. 1. How to create a Personal Knowledge Graph Juantomás García - Open Sistemas
  2. 2. Juantomás García Data Solutions Manager @ Open Sistemas Google Developer Expert for cloud Others Co-Author of the first spanish book about free software “La Pastilla Roja” Former President of Hispalinux (Spanish Linux User Group) Organizer of the Machine Learning Spain and GDG Cloud Madrid. Who am I
  3. 3. How this talk is Organized I’m a big fan of the golden circle
  4. 4. Why: Need a Knowledge Graph • I managed a lot of information. • Every day: • Browse lots of websites (~100 even more) • See a couple of videos. • I interact with persons (mails, chats, slacks, calendars, etc). • Read documents (pdfs, papers, etc)
  5. 5. Why: Need a Knowledge Graph • I need to organize all this My current way of organizing and not forgetting things does not scale!
  6. 6. Why: Need a Knowledge Graph •I need to: •Query/browse the information. •Understand the information to turn it into knowledge
  7. 7. Why: Need a Knowledge Graph • I need more: • I have no interest in all the global information. • I just want to organize a graph with my subjects of interest
  8. 8. Why: Need a Knowledge Graph • Event I need more: • I want to have a system that do the hard and boring work for me. • I wish to have a recommendation system that know me and grow with me. • I want to have a system that explore and discovery information for me.
  9. 9. How: Make a Knowledge Graph Lets me introduce some interesting concepts about how.
  10. 10. How: Make a Knowledge Graph Explicit vs Implicit
  11. 11. How: Make a Knowledge Graph Examples of wrong recommendations from pocket (~8k favorites)
  12. 12. How: Make a Knowledge Graph Examples of good recommendations from pocket (~8k favorites)
  13. 13. How: Make a Knowledge Graph Graphs •Probably under the radar of too many people •For me a big change in the way to think and work with information
  14. 14. How: Make a Knowledge Graph Graphs: traditional database
  15. 15. How: Make a Knowledge Graph Graph Database
  16. 16. How: Make a Knowledge Graph Graph Databases vs Relational
  17. 17. How: Make a Knowledge Graph Collective Intelligence
  18. 18. How: Make a Knowledge Graph Collective Intelligence
  19. 19. How: Make a Knowledge Graph Collective Intelligence A A A B B B C
  20. 20. How: Make a Knowledge Graph Collective Intelligence A A A
  21. 21. How: Make a Knowledge Graph I love Unix Pipes awk '{print $7}' access.log| sort | uniq -c | sort -rn | head -n 5
  22. 22. How: Make a Knowledge Graph I love Unix Pipes
  23. 23. How: Make a Knowledge Graph Smart Agents •Bots every where. •With AI powering it. •New interfaces: interacting with the KG using bots. •B2B: Bot2Bot
  24. 24. How: Make a Knowledge Graph Think Big
  25. 25. How: Make a Knowledge Graph Think Big •Forget Legacy Architectures •Forget Old Tools •Use Light Technologies •Use pieces of Lego •Mix different technologies from diverse sources
  26. 26. How: Make a Knowledge Graph Not to do list •Avoid to install & config a server even a VM. •Avoid to installs tools instead use containers and/or cloud services. •In general: think if there is a simpler way to do it and needs less effort
  27. 27. How: Make a Knowledge Graph Architecture & Tools •Use Cloud Services is no brainer decision. •Git + Containers •Use the best language* for each module. •Use Notebooks: Jupyter, Zeppelin, DSX (*) Even java might be an option - unprovable
  28. 28. How: Make a Knowledge Graph Big Data & Machine Learning •That’s a big data project. •At least you need to design it as if were. •Even if look simpler, using ML will improve the results.
  29. 29. How: Make a Knowledge Graph Gathering Info •There are lots of sources. •The idea just create recolector and processors.
  30. 30. How: Make a Knowledge Graph Gathering Info: web navigation
  31. 31. How: Make a Knowledge Graph Gathering Info
  32. 32. How: Make a Knowledge Graph Gathering Info
  33. 33. How: Make a Knowledge Graph Gathering Info
  34. 34. How: Make a Knowledge Graph Gathering Info
  35. 35. What: Make a Knowledge Graph So lets start with the “What” First Steps: • Project Name: Boosterme • Github: https://github.com/boosterme/ boosterme
  36. 36. What: Make a Knowledge Graph Global Architecture
  37. 37. What: Make a Knowledge Graph Questions?
  38. 38. How: Make a Knowledge Graph Thank You!!! •email: juantomas@opensistemas.com •twitter: @juantomas •GitHub: https://github.com/boosterme/ boosterme This talk have a free questions lifetime warranty: If you have any questions or concerns about this talk, feel free to contact me anytime.

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