[CCI Class] Exploring Machine Intelligence - Week 5: Generative Models |
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"Exploring Machine Intelligence", UAL - Creative Computing Institute
Lecturer: Vít Růžička Class git repo: https://github.com/previtus/cci_exploring_machine_intelligence Slides: https://github.com/previtus/cci_exploring_machine_intelligence/blob/master/week05_generative-models/ml05_generative-models.pdf Practicum codes available at: https://github.com/previtus/cci_exploring_machine_intelligence/blob/master/week05_generative-models/ml05_convolutional_VAE.ipynb -- 0:00 - 5:13 Intro 5:13 - 23:26 Generative models: AutoEncoder architecture basics 23:26 - 36:48 AutoEncoder specific interaction, visual attribute vectors 36:48 - 44:18 AutoEncoder uses in artworks (pause 1) 44:18 - 1:02:38 Generative models: Generative Adversarial Network (GAN) architecture basics 1:02:40 - 1:09:00 Famous GAN architectures from the state-of-the-art research which will work on your custom datasets 1:09:00 - 1:19:40 GANs used in artworks and projects (pause 2) 1:19:40 - (end) Big Picture, possibilities of artistic curation over Generative models |