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Deep Learning for NLP 2025

Deep Learning for Natural Language Processing (131307379A)

Lecture Notes

Week 1: Transformer and Next-Generation Architectures
- Transformer, Mamba, RWKV, Jamba Architecture Q&A
Week 2: PyTorch 2.x and Latest Deep Learning Frameworks
Week 3: Efficient Fine-Tuning with Modern PEFT Techniques
Week 4: Advanced Prompting Techniques and Optimization
Week 5: LLM Evaluation Paradigms and Benchmarks
Week 6: Advances in Multimodal NLP
Week 7: Ultra-Long Context Processing and Efficient Inference
Week 8: Core Review and Latest Trends
Week 9: Advanced RAG Architectures
Week 10: Revolutionary Alignment Techniques
Week 11: Production Agent Systems
Week 12: AI Regulation and Responsible AI
Week 13: Ontology and AI
Week 14: The 2025 NLP Landscape

Workshops

LLM From Scratch Workshop
Week 1 Workshop: LLM Overview and Development Environment Setup

Projects

Team Project Guidelines

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By Young Joon Lee

© Copyright 2025.