wdndev/llm_interview_note
主要记录大语言大模型(LLMs) 算法(应用)工程师相关的知识及面试题
Covers Transformer architecture fundamentals (attention mechanisms, positional encoding, tokenization) alongside practical implementations like LLaMA and ChatGLM model internals, with dedicated sections on distributed training strategies (data/tensor/pipeline parallelism), inference optimization via vLLM and quantization, and alignment techniques including RLHF and DPO. Integrates with frameworks like DeepSpeed and Megatron, while companion projects (tiny-llm-zh, tiny-rag, tiny-mcp) provide hands-on implementations for pretraining, RAG systems, and MCP-based agents on resource-constrained hardware.
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