Eight‑Week LLM and Large Model Training Course Outline

Week 1 – LLM Evolution, Domain Fine‑tuning, NLP Applications + Large Model Fundamentals & PyTorch Training

1-1 PyTorch basic code practice and automatic differentiation introduction (mp4)

1-2 Model training process, CUDA principles and parallel basics (mp4)

1-3 LLM evolution route, domain fine‑tuning and NLP application deployment – part 1 (mp4)

1-4 LLM evolution route, domain fine‑tuning and NLP application deployment – part 2 (mp4)

Week 2 – Large Model Training & Fine‑tuning R&D Data Art + Deepening Large Model Theory

2-1 Data art behind large model training and fine‑tuning (mp4)

2-2 Deepening large model foundational theory (mp4)

Week 3 – Large Model Training Basics & Advanced, Training & Inference Optimization Frameworks

3-1 Large model training basics and advanced (mp4)

3-2 Training and inference optimization frameworks and techniques (mp4)

Week 4 – Mastering Large Model Application Development with LangChain (Advanced) – External Knowledge Base for Intelligent Document Q&A

4-1 Deep mastery of large model application development framework LangChain (mp4)

4-2 LangChain advanced practice: external knowledge base for industry document intelligent Q&A project (mp4)

Week 5 – Full‑Process Large Model Training Practice + Cloud‑Based Fine‑tuning, Quantization, Inference & Service

5-1 Large model training full‑process practice (mp4)

5-2 How to create a training container (mp4)

5-3 In the llm__course container, implement environment installation and SFT demonstration (mp4)

5-4 Cloud server practical model quantization, inference and service (mp4)

Week 6 – Four Major Industry Fine‑tuning Model Deployment Cases & Technical Solutions

6-1 Four major industry fine‑tuning model deployment cases and technical solutions (mp4)

Week 7 – Industry Document Intelligent Q&A Technical Solution + Knowledge Graph Construction Downstream Applications

7-1 Implement industry document intelligent Q&A technical solution (mp4)

7-2 Knowledge graph construction downstream application solution (mp4)

Week 8 – Talent Demand & Recruitment Special Session

8-1 Market demand and recruitment special session (as per situation) (mp4)