資訊檢索與擷取
Generative Information Retrieval
| 節 | 週二 |
|---|---|
5 13:20–14:10 | 資訊檢索與擷取 EC115（光復） 2 節連堂 |
6 14:20–15:10 |
* 根據陽明交大上課時間表所列
This course introduce the fundamental concepts and techniques of Information Retrieval (IR) and its pivotal role within the natural language processing (NLP) domain. The emphasis will be on understanding how computer systems can efficiently and effectively retrieve text-based information in response to user queries. A significant portion of the course will be dedicated to exploring the application of IR. Additionally, students will be introduced to advanced frameworks like retrieval-augmented generation (RAG) that merge the power of large language models (LLMs) with external knowledge to achieve more accurate and informed outputs.
Machine Learning, Python Programming
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3 homework, 1 final term project, 1 group presentation No exam (This course does not have mid-term or final exams, and there are no classes during mid-term and final exam weeks.)
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| 週次 | 主題 |
|---|---|
| 第 1 週 | Introduction of the Course 2024-09-03(二) |
| 第 2 週 | Introduction to Information Retrieval 2024-09-10(二) |
| 第 3 週 | Break for Moon Festival 2024-09-17(二) |
| 第 4 週 | Classical retrieval models (scoring, term weighting, and vector space model) 2024-09-24(二) |
| 第 5 週 | Probabilistic IR (BM25 and Latent Semantic Indexing) 2024-10-01(二) |
| 第 6 週 | Evaluation methods 2024-10-08(二) |
| 第 7 週 | Fundamental of Information Extraction 2024-10-15(二) |
| 第 8 週 | Midterm (No class) 2024-10-22(二) |
| 第 9 週 | Fundamentals of Deep Learning 2024-10-29(二) |
| 第 10 週 | Deep Learning in IR 2024-11-05(二) |
| 第 11 週 | Break for EMNLP 2024-11-12(二) |
| 第 12 週 | Multimodal Information Retrieval 2024-11-19(二) |
| 第 13 週 | Introduction to Generative AI 2024-11-26(二) |
| 第 14 週 | Prompt Engineering 2024-12-03(二) |
| 第 15 週 | Retrieval-Augmented Generation 2024-12-10(二) |
| 第 16 週 | Final exam (No class) 2024-12-17(二) |
Introduction to Information Retrieval, by C. Manning, P. Raghavan, and H. Schütze (Cambridge University Press, 2008).
- 地點
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- 時間
- by appointment
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