Questions tagged [discriminative-model]

For questions related to discriminative models, such as logistic regression or decision trees.

3 questions
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What does "class-level discriminative feature representation" mean in the paper "Semi-Supervised Deep Learning with Memory"?

I am reading the paper Semi-Supervised Deep Learning with Memory (2018) by Yanbei Chen et al. The topic is the classification of images using semi-supervised learning. The authors use a term on page 2 in the middle of the page that I am not…
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Does Machine Learning focus on discriminative AI while Deep Learning also focus on generative AI?

I know that Deep Learning is subset of Machine learning But is it correct that classical ML algorithms mainly focus on implementing Discriminative AI while DL algorithms implement both Generative AI and Discriminative AI?
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What does it mean to "learn a distribution", and what does it contain?

When I was reading about discriminative vs generative models, I came across their definitions: Given a distribution of inputs $X$ and labels $Y:$ Discriminative models learn the conditional distribution $P(Y|X)$. Generative models learn the joint…