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Creating Knowledge Graphs via a Symbiosis
- f Data Science and Data Engineering
About Me (Maureen)
- 5 years in the startup space
- > 10 years running cosmological simulations
Creating Knowledge Graphs via a Symbiosis of Data Science and Data - - PowerPoint PPT Presentation
Creating Knowledge Graphs via a Symbiosis of Data Science and Data - - PowerPoint PPT Presentation
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
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Work/Rent Own Build or Fix Manage or Maintain Component of a larger picture
How do humans interact with these physical structures?
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Work/Rent Own Build or Fix Manage or Maintain Component of a larger picture
How do humans interact with these physical structures? What information is necessary to support human interactions?
Property/Structure Property History People Company
Property Intelligence
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How has information been stored in commercial real estate?
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Work Own Build or Fix Manage or Maintain Component of a larger picture
How do humans interact with these physical structures? What information is necessary to support human interactions?
Property/Structure Property History People Company
Property Intelligence
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Structures that can support Property Intelligence
Property/Structure Property History People Company
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Which pieces have ML?
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Which pieces have ML?
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Which pieces have ML?
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Which pieces have ML?
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Which pieces have ML?
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Which pieces have ML?
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Which pieces have ML?
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What we’ll focus on today
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> 80 MM Business Vertices >50 MM Commercial Property Vertices
Building Property to Company Edges
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Needles in the haystack: miniscule positive classes in high volume data
Adaptive Blocking High Precision Model
Fast, high recall High precision, Fast
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> 80 MM Business Vertices >50 MM Commercial Property Vertices
Building Property to Company Edges
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Cluster Behavior: Adaptive Blocking
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Cluster Behavior: Adaptive Blocking
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Cluster Behavior: Models
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RI Country Test RI DE: Adaptive Blocking Model DS: ML Classification Models Runtime and Cluster Tuning Metrics and DQ Testing DE DS Dev App DE + Prod + SE
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Creation of Property Intelligence ...and more
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Connecting the world
- f commercial real estate