The Automatic Statistician - Professor Zoubin Ghahramani

The Automatic Statistician - Professor Zoubin Ghahramani

Alan Turing Institute via YouTube Direct link

Intro

1 of 15

1 of 15

Intro

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The Automatic Statistician - Professor Zoubin Ghahramani

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  1. 1 Intro
  2. 2 AUTOMATING MACHINE LEARNING
  3. 3 THE AUTOMATIC STATISTICIAN
  4. 4 INGREDIENTS OF AN AUTOMATIC STATISTICIAN
  5. 5 DEFINING A LANGUAGE OF REGRESSION MODELS
  6. 6 WE CAN BUILD REGRESSION MODELS WITH GAUSSIAN PROCESSES
  7. 7 A PICTURE: GPS, LINEAR AND LOGISTIC REGRESSION, AND SVMS
  8. 8 THE COMPOSITION RULES OF OUR LANGUAGE
  9. 9 MODEL SEARCH: MAUNA LOA KEELING CURVE
  10. 10 EXAMPLE: AN ENTIRELY AUTOMATIC ANALYSIS
  11. 11 EXAMPLE REPORTS
  12. 12 GOOD PREDICTIVE PERFORMANCE AS WELL
  13. 13 MODEL CHECKING AND CRITICISM
  14. 14 RATIONAL ALLOCATION OF COMPUTATIONAL RESOURCES
  15. 15 CONCLUSIONS

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