Driving ML Data Quality with Data Contracts

Driving ML Data Quality with Data Contracts

MLOps.community via YouTube Direct link

[] Our data has value

20 of 20

20 of 20

[] Our data has value

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Driving ML Data Quality with Data Contracts

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  1. 1 [] Musical introduction to Andrew Jones
  2. 2 [] Andrew's background
  3. 3 [] Driving ML Data Quality with Data Contracts
  4. 4 [] GoCardless
  5. 5 [] The Key ML Models at GoCardless
  6. 6 [] Data is critical to a model's performance
  7. 7 [] The data platform at GoCardless in 2021
  8. 8 [] Ultimately, we believe that data is of poor quality
  9. 9 [] There must be a better way...
  10. 10 [] What is good quality data
  11. 11 [] An API for data?
  12. 12 [] Introducing data contracts
  13. 13 [] What is data contract?
  14. 14 [] An example data contract
  15. 15 [] Isolated GCP projects
  16. 16 [] It's not really about the implementation...
  17. 17 [] Align on the problem
  18. 18 [] Work out how best to solve it for us
  19. 19 [] Change the data culture
  20. 20 [] Our data has value

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