How Much Data Is Enough to Build a Machine Learning Model

How Much Data Is Enough to Build a Machine Learning Model

Jeff Heaton via YouTube Direct link

EXTRAPOLATION AND INTERPOLATION IN HIGH DIMENSIONS

5 of 15

5 of 15

EXTRAPOLATION AND INTERPOLATION IN HIGH DIMENSIONS

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Classroom Contents

How Much Data Is Enough to Build a Machine Learning Model

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  1. 1 Intro
  2. 2 HOW MUCH TRAINING DATA DO YOU NEED?
  3. 3 UNDERSTANDING EXTRAPOLATION AND INTERPOLATION
  4. 4 MULTIVARIATE EXTRAPOLATION
  5. 5 EXTRAPOLATION AND INTERPOLATION IN HIGH DIMENSIONS
  6. 6 MODEL DESIGNED FOR EXTRAPOLATION OR INTERPOLATION
  7. 7 RECOGNIZING MULTIMODAL DISTRIBUTIONS
  8. 8 MACHINE LEARNING CURVE
  9. 9 MAHALANOBIS DISTANCE
  10. 10 EXAMPLE DATASET
  11. 11 DIABETES DATASET
  12. 12 FEATURE IMPORTANCE RANKING
  13. 13 DETERMINE HIGH AND LOW VALUES FOR
  14. 14 CREATE A BOUNDING HYPER-RECTANGLE
  15. 15 MOST DISTANT EDGES OF BOUNDING HYPER- RECTANGLE

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