🚀 Master the Future of Visual Generation
The Ultimate Guide to 2025’s Most Asked Interview Questions on Diffusion, AR, and Beyond
Are you preparing for a high-stakes AI interview in 2025?
Are you a researcher, engineer, or student trying to stay ahead of the curve in Visual Generation technologies?
This is the only book you need.
📘 What’s Inside
This expert-crafted guide dives deep into the 40+ most high-impact, interview-worthy questions on modern generative techniques — especially in the exploding field of visual generation. From Diffusion Models to Auto-Regressive Generation, from ControlNet to Sora, and even Text-to-4D and Flow Matching, this book is both a reference and a roadmap.
With clear derivations, intuitive explanations, and industry relevance, this book will make you interview-ready and research-informed.
🔍 Who Is This Book For?
✅ Aspiring AI Researchers targeting top-tier positions
✅ Engineers prepping for interviews at companies like OpenAI, Google DeepMind, Meta FAIR, Amazon, NVIDIA, or Bytedance
✅ University students aiming to build strong theoretical foundations
✅ Anyone curious about the future of generative AI
🧠 Key Topics Covered
🔬 Fundamentals of Diffusion Models: DDPM, DDIM, DPM-Solver, U-Net vs. DiT, etc.
⚡ Fast Inference Techniques: Latent Consistency Models, ODE Solvers, Distillation, etc.
🎨 Controllability in Generation: Classifier-Free Guidance, ControlNet, LoRA, etc.
🧱 AR vs. Diffusion: Strengths, Weaknesses, Trade-offs, etc.
📽️ Sora & Video Generation: Temporal consistency, long-range modeling, etc.
🌐 Text-to-3D / Text-to-4D / Flow Matching, etc.
🔮 Future Trends: Transformer-based visual generation, hybrid architectures, multimodal unification, etc.
Every question is crafted to be interview-friendly but also academically rigorous, making this book an ideal bridge between research and real-world application.
✨ Why This Book Stands Out
📚 150+ pages of curated Q&A, built on real interview trends
🧩 Each question includes intuitive understanding + mathematical derivation
💡 Written by an AI expert and CVPR Best Paper awardee, with a proven research and teaching background
🧠 Helps you answer not only how, but why — a must for cracking technical interviews
💬 What Readers Are Saying
"This book gave me the edge I needed for my Amazon and Google interviews."
"The best breakdown of Sora and Flow Matching I’ve seen anywhere."
"A must-read if you're serious about generative AI."
🛒 Available Now
[Order Your Copy] and get instant access to the most important knowledge in AI visual generation for 2025.