LLM 架构与 Transformer
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
- Certification price: $194 (one-time payment)
- Online course: LLM 架构与 Transformer — 学习指南 — $195
- Course + exam bundle: $389
- Exam: 70 multiple-choice questions · 100 minutes · passing score 75% · up to 3 attempts
- Estimated study time: about 40 hours
- Validity: 24 months
- Certification language: English
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。
Course outline
The LLM 架构与 Transformer — 学习指南 course covers:
- 输入：分词、嵌入与位置编码 — 原始文本如何转换为Transformer可用的位置感知向量。 (4 lessons)
- 注意力机制 — 缩放点积注意力、因果掩码、多头注意力以及长上下文工具包。 (4 lessons)
- Transformer块与堆叠 — 残差连接、归一化、前馈网络以及将N个块堆叠成解码器。 (4 lessons)
- 从Logits到文本与缩放 — Logits、Softmax、采样策略、精度、缩放定律和混合专家模型。 (4 lessons)
Frequently asked questions
- Is the LLM 架构与 Transformer certificate verifiable?
- Yes. Every certificate issued by BC Skills Academy carries a unique credential ID that anyone can check on the public verification page.
- How is the LLM 架构与 Transformer exam structured?
- It is a timed, randomized multiple-choice exam of 70 questions in 100 minutes, graded instantly; you need 75% to pass.
- Can I get a refund?
- Full refund within 7 days of purchase if you have not started the exam. Once the exam has been started or completed, the purchase is no longer refundable.