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docs(readme): categorize tutorial list into 6 topic buckets
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README.md

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## 📚 教程清单
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### 🧠 General / 基础
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| Topic | HTML(推荐阅读) | Source MD |
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| Attention 面试 Cheat Sheet | [📄 HTML](https://wanshuiyin.github.io/ARIS-in-AI-Offer/tutorials/attention_tutorial.html) | [MD](docs/tutorials/attention_tutorial.md) |
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| Flow Matching Quick Reference | [📄 HTML](https://wanshuiyin.github.io/ARIS-in-AI-Offer/tutorials/flow_matching_tutorial.html) | [MD](docs/tutorials/flow_matching_tutorial.md) |
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| **Attention 面试 Cheat Sheet** | [📄 HTML](https://wanshuiyin.github.io/ARIS-in-AI-Offer/tutorials/attention_tutorial.html) | [MD](docs/tutorials/attention_tutorial.md) |
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### 🎯 Post-Training & Reasoning
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| Topic | HTML | MD |
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|---|---|---|
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| RLHF / DPO / GRPO / PPO | 🚧 ||
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| Reasoning Models (o1 / R1 / Test-Time Compute / PRM) | 🚧 ||
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### 🏛️ LLM Architecture & Systems
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| Topic | HTML | MD |
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|---|---|---|
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| MoE (DeepSeek-V3 / Mixtral / Llama 4) | 🚧 ||
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| Long Context (RoPE / YaRN / NTK / MLA / StreamingLLM) | 🚧 ||
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| KV Cache + Speculative Decoding (Medusa / EAGLE / MLA) | 🚧 ||
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| Quantization (GPTQ / AWQ / FP8 / NVFP4 / SmoothQuant) | 🚧 ||
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| Distributed Training (DDP / FSDP2 / ZeRO / TP / PP / EP / SP) | 🚧 ||
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### 🌊 Generative Models — 理论 & Tokenizers
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| Topic | HTML | MD |
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|---|---|---|
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| **Flow Matching Quick Reference** | [📄 HTML](https://wanshuiyin.github.io/ARIS-in-AI-Offer/tutorials/flow_matching_tutorial.html) | [MD](docs/tutorials/flow_matching_tutorial.md) |
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| Diffusion Foundations (DDPM / Score / DDIM / EDM / CFG) | 🚧 ||
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| VAE / VQ-VAE / VQ-GAN / FSQ | 🚧 ||
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### 🎨 Generation Systems — 图像 / 视频 / 3D
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| Topic | HTML | MD |
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|---|---|---|
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| Image Gen Systems (LDM / SD / SDXL / SD3 / FLUX / ControlNet) | 🚧 ||
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| Video Gen (Sora / Hunyuan-Video / Kling / Wan / Movie Gen) | 🚧 ||
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| 3D Gen (NeRF / Instant-NGP / 3DGS / SDS / Trellis) | 🚧 ||
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### 👁️ Multimodal
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| Topic | HTML | MD |
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|---|---|---|
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| VLM (CLIP / LLaVA / Qwen-VL / DeepSeek-VL) | 🚧 ||
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> 🚧 **更多在路上** —— RLHF/DPO/GRPO · Reasoning Models (o1/R1) · MoE (DeepSeek-V3) · KV Cache + Speculative Decoding · Long Context (RoPE/YaRN/MLA) · Quantization (GPTQ/AWQ/FP8/NVFP4) · Distributed Training (FSDP2/ZeRO/TP/PP/EP) · Diffusion Foundations · VLM (CLIP/LLaVA/Qwen-VL) · VAE/VQ-VAE/VQ-GAN/FSQ · Image Gen (SD3/FLUX/ControlNet) · Video Gen (Sora/Hunyuan-Video/Wan) · 3D Gen (NeRF/3DGS/SDS) ... 还有 13 篇正在跑
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> 🚧 表示正在跑(13 篇 background agent 进行中,跑完会逐个填入)
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