計算人文與創造力工作坊:由圖形理論談起
A Computational Journey Towards Humanities and Creativity: Starting from Graphs
| 節 | 週五 |
|---|---|
N 12:20–13:10 | 計算人文與創造力工作坊:由圖形理論談起 HC103 3 節連堂 |
5 13:20–14:10 | |
6 14:20–15:10 |
* 根據陽明交大上課時間表所列
「計算人文與創造力」課程系列兼具演講與工作坊形式,由理論而實作、循序漸進帶領同學修煉硬派跨領域實力。本學期將由紮實的基礎圖形理論 (Graph Theory) 出發,研習藝術人文與創意領域中多項圖形的應用主題,下半學期工作坊則進一步挑戰具備知識圖形 (Knowledge Graph) 的創意與技術實作專題。 計算思維是廿一世紀跨領域工作者必備的能力,而由此延伸至藝術、人文與創造力的跨域主題更是充滿各式各樣豐富的可能性。本課程便是為了引導同學成為兼具計算思維與人文厚度的未來人才而設計,由兩位不同專長的教師協同教授理論與實作課程,每學期以精選主題來刺激同學的跨域思維與實作能力。在工具與素養兼備的條件下,培養出挑戰高難度跨域創意的膽識。 “A Computational Journey Towards Humanities and Creativity” are a series of courses held in a combination of lectures and workshops, guiding students step-by-step through theory and practice to develop hardcore interdisciplinary abilities. The first half of this semester will begin with Graph Theory, followed by applications of graphs in the fields of arts, humanities, and creativity. In the second half, workshops dedicated to projects equipped with Knowledge Graphs will be held to further challenge the imagination and technology awareness. Computational thinking is a key competence of interdisciplinary workers in the 21st century, and it has a variety of possibilities when it extends to the fields of art, humanity, and creativity. This course is designed to guide students to become future talents equipped with trainings in both computational thinking and humanities and will be taught by teachers with distinctive expertise in theory and practice. Each semester different topics are selected to stimulate students' ability of interdisciplinary thinking and practice. Possessing the readiness of tools and literacy, students will be able to face the challenges of interdisciplinary creativity on the higher level.
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Computational Thinking: Basic Concept of AI; Graph Theory (30%) Knowledge Graphs (15%) Workshop Participation (25%) Final Term Presentation (30%)
- Introduction
- Artificial Intelligence
- Graph Theory
- Knowledge Graphs
- Workshop
- Final Term
| 週次 | 主題 |
|---|---|
| 第 1 週 | Course Introduction A Mini Symposium on Computational Thinking and Artificial Intelligence |
| 第 2 週 | Brief Introduction to Artificial Intelligence Basic Concepts of AI |
| 第 3 週 | Introduction to Graph Models Graphs and Digraphs Common Families of Graphs Graph Modeling Applications Walks and Distance Paths, Cycles, and Trees Vertex and Edge Attributes: More Applications |
| 第 4 週 | Introduction to Graph Models Graphs and Digraphs Common Families of Graphs Graph Modeling Applications Walks and Distance Paths, Cycles, and Trees Vertex and Edge Attributes: More Applications |
| 第 5 週 | Structures and Representation for Graph Models Graph Isomorphism Automorphisms and Symmetry Subgraphs Some Graph Operations Tests for Non-Isomorphism Matrix Representations More Graph Operations |
| 第 6 週 | [Holiday Adjustment] 兒童節及民族掃墓節調整放假 |
| 第 7 週 | Structures and Representation for Graph Models Graph Isomorphism Automorphisms and Symmetry Subgraphs Some Graph Operations Tests for Non-Isomorphism Matrix Representations More Graph Operations |
| 第 8 週 | [Midterm] |
| 第 9 週 | Knowledge Graphs: An Introduction |
| 第 10 週 | Workshop on Creative Projects Equipped with Knowledge Graphs Advanced Topics Selected for Workshop (TBD) |
| 第 11 週 | Workshop on Creative Projects Equipped with Knowledge Graphs Advanced Topics Selected for Workshop (TBD) |
| 第 12 週 | Workshop on Creative Projects Equipped with Knowledge Graphs Advanced Topics Selected for Workshop (TBD) |
| 第 13 週 | Workshop on Creative Projects Equipped with Knowledge Graphs Advanced Topics Selected for Workshop (TBD) |
| 第 14 週 | Workshop on Creative Projects Equipped with Knowledge Graphs Advanced Topics Selected for Workshop (TBD) |
| 第 15 週 | Final Term Presentation |
Reference Books: S J Russel & P Norvig (2010) Artificial Intelligence: A Modern Approach (3rd ed., Pearson). J L Gross & J Yellen (2006) Graph Theory and Its Applications (2nd ed., Chapman & Hall/CRC). Additional Materials: Graph Theory with Applications – https://ref.cctcc.art/cjthc03