creating knowledge graphs via a symbiosis of data science
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Creating Knowledge Graphs via a Symbiosis of Data Science and Data - PowerPoint PPT Presentation

Jul 03, 2023 •331 likes •593 views

Creating Knowledge Graphs via a Symbiosis of Data Science and Data Engineering Maureen Teyssier Chief Data Scientist About Me (Maureen) 5 years in the startup space > 10 years running cosmological simulations How do humans interact

  1. Creating Knowledge Graphs via a Symbiosis of Data Science and Data Engineering Maureen Teyssier Chief Data Scientist

  2. About Me (Maureen) ● 5 years in the startup space ● > 10 years running cosmological simulations

  4. How do humans interact with these physical structures? Work/Rent Own Build or Fix Manage or Maintain Component of a larger picture

  5. How do humans interact with these physical structures? Work/Rent Own Build or Fix Manage or Maintain Component of a larger picture What information is necessary to support human interactions? Property/Structure Property History Property Intelligence People Company

  6. How has information been stored in commercial real estate?

  7. How do humans interact with these physical structures? Work Own Build or Fix Manage or Maintain Component of a larger picture What information is necessary to support human interactions? Property/Structure Property History Property Intelligence People Company

  8. Structures that can support Property Intelligence Property/Structure Property History People Company

  9. Which pieces have ML ?

  10. Which pieces have ML ?

  11. Which pieces have ML ?

  12. Which pieces have ML ?

  13. Which pieces have ML ?

  14. Which pieces have ML ?

  15. Which pieces have ML ?

  16. What we’ll focus on today

  17. Building Property to Company Edges >50 MM > 80 MM Business Commercial Property Vertices Vertices

  18. Needles in the haystack: miniscule positive classes in high volume data Fast, high recall Adaptive Blocking High precision, Fast High Precision Model

  19. Building Property to Company Edges >50 MM > 80 MM Business Commercial Property Vertices Vertices

  20. Cluster Behavior: Adaptive Blocking ...

  21. Cluster Behavior: Adaptive Blocking ...

  22. Cluster Behavior: Models ...

  23. DE: Adaptive Blocking Model DE DS DE + Prod + SE RI Country Runtime and Metrics and Dev App Cluster Tuning DQ Testing DS: ML Classification Models Test RI

  24. Creation of Property Intelligence ...and more

  25. Connecting the world of commercial real estate to unlock insights and opportunities for everyone. Maureen Teyssier linkedin.com/in/maureenteyssier/ @maureenteyssier

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