Explore Changes in Art Over Time With Tidymodels

Explore Changes in Art Over Time With Tidymodels

Julia Silge via YouTube Direct link

Introduction

1 of 27

1 of 27

Introduction

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Classroom Contents

Explore Changes in Art Over Time With Tidymodels

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  1. 1 Introduction
  2. 2 Data set overview
  3. 3 The medium column
  4. 4 The artwork column
  5. 5 The distribution over time
  6. 6 Residuals
  7. 7 Biases
  8. 8 Materials
  9. 9 Preprocessing Data
  10. 10 Training Data
  11. 11 Token Filter
  12. 12 Transform to Matrix
  13. 13 Feature Preprocessing
  14. 14 Sparse Data
  15. 15 Change Range
  16. 16 Training
  17. 17 Results
  18. 18 RMSE
  19. 19 Penalty
  20. 20 Variable importance
  21. 21 Arranging by importance
  22. 22 Making a graph
  23. 23 Scales
  24. 24 Collect predictions
  25. 25 Collect predictions on art final
  26. 26 Filter predictions
  27. 27 Conclusion

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