Predict first: Which point should exert a larger gradient: a confidently correct example, an uncertain example, or a confidently wrong example?
Dataset and decision boundary
Cross-entropy—
Accuracy—
w=(w₁,w₂)—
b—
Lecture 9 · Conditional likelihood
Every gradient step changes a linear boundary because uncertain and misclassified points push on the weights with different strengths.