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architecture

Transformer

intermediatesupervised · self_supervised
parametricclassificationregressionforecastinggenerationrepresentationtextimageaudiotime_seriessequencesmultimodal

Mechanisms

attentionembeddingsbackpropagation

Properties

generativenonlinearpretrained ecosystemrepresentation learning

Constraints

high computehigh memoryrequires large data

Practical profile

Explainability
low
Training cost
high
Inference cost
high
Data appetite
high