2025 年最新LLM 高频面试题集 （2025 High-Frequency LLM Interview Question Guide）Chinese Version
🔥《视觉生成高频面试题集》🔥
作者：美国的牛粪博士
📘 产品简介
本书专为视觉生成方向的求职者和研究者打造，涵盖扩散模型（Diffusion Models）、自回归生成（Auto-Regressive Generation）、生成优化、可控生成、前沿视觉生成技术等核心领域。内容紧贴 2025 年最新技术趋势，帮助你全面掌握视觉生成领域的关键知识点，为面试做好充分准备。
📌 你将收获： ✅ 58 高频面试题，涵盖扩散模型、AR 生成、可控性优化等核心话题
✅ 深入解析DDPM、DDIM、DPM-Solver、Stable Diffusion、Sora 等生成技术
✅ 详细拆解ControlNet、IP-Adapter、LoRA 微调、3D 生成、文本到视频生成等关键方法
✅ 结合数学推导 + 实战应用，掌握视觉生成的最新发展趋势
📖 适合人群
🔹 AI 视觉生成方向求职者（算法工程师 / 研究科学家 / Applied Scientist）
🔹 从事计算机视觉、图像 & 视频生成研究的开发者和研究人员
🔹 对 AI 生成技术感兴趣，希望深入学习扩散模型 & AR 生成的 AI 从业者
📌 本书特色 ✔ 针对性强：精选视觉生成领域最重要的面试题，直击考点
✔ 深度解析：每道题均附详细解答，包含数学推导、示例代码、面试官可能追问的问题
✔ 紧跟前沿：覆盖 2024-2025 年最新视觉生成趋势，包含 Sora、Muse、DiT、3D Gaussian Splatting 等前沿技术
📥 立即下载，全面提升你的视觉生成技术实力！
🔥 "High-Frequency Interview Questions on Generative Vision" 🔥
Author: Dr. Bullshit from America (美国的牛粪博士)
📘 Product Description
This book is a comprehensive interview guide for professionals preparing for roles in AI-based generative vision. It covers key areas such as Diffusion Models, Auto-Regressive Generation, Controlled Generation, Optimization Techniques, and Cutting-Edge Visual Generation Technologies. The content is aligned with the latest advancements in 2025 to help you master core concepts and excel in technical interviews.
📌 What You’ll Get:
✅ 58 high-frequency interview questions, covering diffusion models, AR generation, and control optimization
✅ In-depth explanations of DDPM, DDIM, DPM-Solver, Stable Diffusion, Sora, and more
✅ Detailed breakdowns of ControlNet, IP-Adapter, LoRA fine-tuning, 3D generation, and text-to-video methods
✅ Mathematical derivations + practical applications to keep you ahead of the latest advancements
📖 Who Should Read This?
🔹 AI engineers, research scientists, and applied scientists preparing for interviews in generative vision
🔹 Computer vision researchers and developers working on image & video generation
🔹 AI practitioners and enthusiasts looking to deepen their knowledge of diffusion & AR-based generation
📌 Why This Book?
✔ Highly targeted: Focused on the most important generative vision interview topics
✔ Deep explanations: Each question comes with detailed answers, mathematical derivations, sample code, and potential follow-up questions
✔ Latest insights: Covers 2024-2025 cutting-edge trends, including Sora, Muse, Diffusion Transformer (DiT), 3D Gaussian Splatting, and more
📥 Download now to level up your expertise in AI-based visual generation!