自然語言處理和文獻探勘
Natural Language Processing and Text Mining
| 節 | 週五 |
|---|---|
3 10:10–11:00 | 自然語言處理和文獻探勘 YR319（陽明） 2 節連堂 |
4 11:10–12:00 |
* 根據陽明交大上課時間表所列
This course introduces the concepts of natural language processing (NLP) and text mining. The applications of NLP and text mining are mentioned at the beginning. After that, basic concept from NLP, including name entity recognition, name entity relation recognition, information retrieval and information extraction. Then, more advance neural networks methods, including RNN, LSTM and GRU are introduced. Finally, generative AI and large language model (LLM) are incorporated in biomedical text mining project implementation.
Knowledge about artificial intelligence or machine learning (optional, not required).
無備註
This distance learning course will be taught in English with mostly asynchronous learning, partly synchronous learning and one classroom learning.
Class performance: 10% Learning Portfolio: 20% Quiz: 15% Homework assignment: 30% Final project: 25%
教師未提供此項資料
| 週次 | 主題 |
|---|---|
| 第 1 週 | Introduction to Natural Language Processing (NLP) (Synchronous Learning) 2025-02-18(二) 時數：[2025-02-21]蘇家玉(2.00) |
| 第 2 週 | Peace Memorial Day. No Class. 2025-02-25(二) 時數：[2025-02-28]蘇家玉(2.00) |
| 第 3 週 | Applications of NLP (Asynchronous Learning) 2025-03-04(二) 時數：[2025-03-07]蘇家玉(2.00) |
| 第 4 週 | Name Entity Recognition (Asynchronous Learning) 2025-03-11(二) 時數：[2025-03-14]蘇家玉(2.00) |
| 第 5 週 | Name Entity Relation Recognition (Asynchronous Learning) 2025-03-18(二) 時數：[2025-03-21]蘇家玉(2.00) |
| 第 6 週 | Information Retrieval (Asynchronous Learning) 2025-03-25(二) 時數：[2025-03-28]蘇家玉(2.00) |
| 第 7 週 | Children's Day. No Class. 2025-04-01(二) 時數：[2025-04-04]蘇家玉(2.00) |
| 第 8 週 | Information Extraction (Asynchronous Learning) 2025-04-08(二) 時數：[2025-04-11]蘇家玉(2.00) |
| 第 9 週 | Neural Networks in NLP–RNN, LSTM and GRU (Asynchronous Learning) 2025-04-15(二) 時數：[2025-04-18]蘇家玉(2.00) |
| 第 10 週 | Generative AI (Asynchronous Learning) 2025-04-22(二) 時數：[2025-04-25]蘇家玉(2.00) |
| 第 11 週 | Large Language Model (LLM) (Synchronous Learning) 2025-04-29(二) 時數：[2025-05-02]蘇家玉(2.00) |
| 第 12 週 | Biomedical Text Mining (Asynchronous Learning) 2025-05-06(二) 時數：[2025-05-09]蘇家玉(2.00) |
| 第 13 週 | Ontology for Medical Concept Representation (Asynchronous Learning) 2025-05-13(二) 時數：[2025-05-16]蘇家玉(2.00) |
| 第 14 週 | Training in Pre-trained Models (Synchronous Learning) 2025-05-20(二) 時數：[2025-05-23]蘇家玉(2.00) |
| 第 15 週 | Dragon Boat's Day. No Class. 2025-05-27(二) 時數：[2025-05-30]蘇家玉(2.00) |
| 第 16 週 | Final Project Demonstration (Classroom Learning) 2025-06-03(二) 時數：[2025-06-06]蘇家玉(2.00) |
1. Practical Natural Language Processing: A Comprehensive Guide to Building Real-World NLP Systems. Sowmya Vajjala, Bodhisattwa Majumder, Anuj Gupta, Harshit Surana . O'Reilly Media, 1st Edition, 2020 2. Python Text Mining: Perform Text Processing, Word Embedding, Text Classification and Machine Translation. Alexandra George. BPB Publications, 2022
- 地點
- Shou-Ren Building Room 306
- 時間
- Friday 1:30-3:30pm
- 聯絡方式
- +886-2-28267391