LLM 架构与 Transformer Certification
深入剖析大型语言模型实际工作原理的权威认证
Key facts
- Level: Professional
- Field: Artificial Intelligence & LLMs
- Estimated study time: about 40 hours
- Credential price: $149
- Exam: 70 questions · 100 minutes · pass mark 75%
About the LLM 架构与 Transformer certification
一项专业级认证，全面覆盖仅解码器大型语言模型的完整解析。您将精确推理分词与字节对编码（BPE）、嵌入与权重绑定、位置编码（正弦式、可学习式、RoPE、ALiBi），掌握缩放点积注意力与多头注意力的数学原理，以及 KV 缓存与长上下文技术，如 FlashAttention、滑动窗口注意力和分组查询注意力。本考试测试对归一化位置、激活函数、混合专家模型、数值精度、缩放定律和采样的深度、前沿理解——达到在生产环境中构建并调试 Transformer 模型的机器学习工程师所需的水平。
What you will learn
The official LLM 架构与 Transformer study course covers:
- Inputs: Tokenization, Embeddings & Positional Encoding — How raw text becomes the position-aware vectors a transformer consumes.
- The Attention Mechanism — Scaled dot-product attention, causal masking, multi-head, and the long-context toolkit.
- The Transformer Block & Stack — Residuals, normalization, the feed-forward network, and stacking N blocks into a decoder.
- From Logits to Text & Scaling — Logits, softmax, sampling strategies, precision, scaling laws and mixture-of-experts.
- 动手实验——从零构建Transformer — 在Google Colab中完成从零开始的顶点项目：实现词元+位置嵌入、带因果掩码的自注意力、完整的Transformer块，然后组装成微型字符级语言模型并生成文本。免费运行；CPU即可。
Frequently asked questions
- Is the LLM 架构与 Transformer certificate verifiable?
- Yes. Every issued Hootix Academy certificate carries a unique credential code that anyone can verify online.
- How is the LLM 架构与 Transformer exam structured?
- It is a 100-minute proctored multiple-choice exam of 70 questions; you need 75% to pass.
- Do I need to buy the course to take the exam?
- You can purchase the certification exam on its own, or bundle it with the full study course at a reduced price.
- How long does the LLM 架构与 Transformer course take?
- About 40 hours of self-paced study.