Aaron Courville coauthored Deep Learning by Ian Goodfellow and others with Ian Goodfellow and Yoshua Bengio. The book develops the mathematical and statistical foundations of learning with multilayer representations, including optimization, regularization and generative models.[ref]
Deep Learning by Ian Goodfellow and others. Chapters5–8 and PartIII
He also coauthored the 2014 generative adversarial network paper. Its generator and discriminator are trained against one another, connecting generative modelling with a two-player optimization problem.[ref] The construction specifies a training objective; stable optimization and useful generated samples require additional analysis and empirical evaluation.
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