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Semantics

Last updated Jul 2, 2021 Edit Source

What do words or sentences mean

Meanings are public property: the same meaning be grasped by more than one person and by people at different times. Heavily related to representation

# Implications

# Sociolinguistic hypothesis

# Lexical Development

# Deep Learning Semantics

# Images

Semantics in convolutional neural networks

Hidden units often correlate semantically-meaningful concepts.

Inceptionism: what about, instead of weights, use backpropagation to take gradient with respect to $x_i$. i.e., show me what you think a banana looks like

Style Transfer: loss function matches deep latent representation of content image $C$: