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 EC015（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 2025-09-02(二) |
| 第 2 週 | Introduction to Information Retrieval 2025-09-09(二) |
| 第 3 週 | Classical retrieval models (scoring, term weighting, and vector space model) 2025-09-16(二) |
| 第 4 週 | Probabilistic IR (BM25 and Latent Semantic Indexing) 2025-09-23(二) |
| 第 5 週 | Word Embeddings 2025-09-30(二) |
| 第 6 週 | Evaluation methods 2025-10-07(二) |
| 第 7 週 | Transformer 2025-10-14(二) |
| 第 8 週 | Midterm (No class) 2025-10-21(二) |
| 第 9 週 | Dense Retrieval 2025-10-28(二) |
| 第 10 週 | Large Language Models 2025-11-04(二) |
| 第 11 週 | Retrieval-Augmented Generation 2025-11-11(二) |
| 第 12 週 | Multimodal Information Retrieval 2025-11-18(二) |
| 第 13 週 | Generative Information Retrieval 2025-11-25(二) |
| 第 14 週 | Large Reasoning Models 2025-12-02(二) |
| 第 15 週 | Group Presentation (Asynchronous & No Class) 2025-12-09(二) |
| 第 16 週 | Final exam (No class) 2025-12-16(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
- 聯絡方式
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