Phase 08: 生成式 AI

本阶段包含 15 课时。

原始课程来源：AI Engineering from Scratch (MIT License)

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• Generative Models — Taxonomy & History
• Autoencoders & Variational Autoencoders (VAE)
• GANs — Generator vs Discriminator
• Conditional GANs & Pix2Pix
• StyleGAN
• Diffusion Models — DDPM from Scratch
• Latent Diffusion & Stable Diffusion
• ControlNet, LoRA & Conditioning
• Inpainting, Outpainting & Image Editing
• Video Generation
• Audio Generation
• 3D Generation
• Flow Matching & Rectified Flows
• Evaluation — FID, CLIP Score, Human Preference
• Visual Autoregressive Modeling (VAR): Next-Scale Prediction