微软亚洲研究院关于生成模型的课程讲义,内容如下
• Overview
• Plain Generative Models
• Autoregressive Models
• Latent Variable Models
• Deterministic Generative Models
• Generative Adversarial Nets
• Flow-Based Generative Models
• Bayesian Generative Models
• Bayesian Inference (variational inference, MCMC)
• Bayesian Networks
• Topic Models (LDA, LightLDA, sLDA)
• Deep Bayesian Models (VAE)
• Markov Random Fields (Boltzmann machines, deep energy-based models)
2021-08-11 14:09:24
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生成模型
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