Logistic regression और probabilities

Python में Linear Classifiers

Michael (Mike) Gelbart

Instructor, The University of British Columbia

Logistic regression probabilities

Regularization के बिना $(C=10^8)$:

  • model coefficients: [[1.55 1.57]]
  • model intercept: [-0.64]
Python में Linear Classifiers

Logistic regression probabilities

Regularization के बिना $(C=10^8)$:

  • model coefficients: [[1.55 1.57]]
  • model intercept: [-0.64]
Python में Linear Classifiers

Logistic regression probabilities

Regularization के बिना $(C=10^8)$:

  • model coefficients: [[1.55 1.57]]
  • model intercept: [-0.64]

Regularization के साथ $(C=1)$:

  • model coefficients: [[0.45 0.64]]
  • model intercept: [-0.26]
Python में Linear Classifiers

ये probabilities कैसे निकाली जाती हैं?

  • logistic regression predictions: raw model output का sign
  • logistic regression probabilities: "squashed" raw model output

Python में Linear Classifiers

अभ्यास करते हैं!

Python में Linear Classifiers

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