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course information of 113 - 1 | 0644 Biological Data Processing with Computer Programs(程式化生物數據處理)

0644 - 程式化生物數據處理 Biological Data Processing with Computer Programs


教育目標 Course Target

近代生物資訊學和人工智慧技術快速發展,因此應用程式語言處理和分析生物數據之方法已有重大的進步。本課程的第一主軸將以Python程式語言為基礎,介紹電腦程式的邏輯和模組化結構。本課程的第二個主軸,將使用常見的開源模組進行數值運算、檔案及資料處理、自動化數據分析,並用於解決生物學領域實際會遇到的問題。Modern bioinformatics and artificial intelligence technology have developed rapidly, so the methods of applying programming languages ​​to process and analyze biological data have made significant progress. The first main axis of this course will be based on the Python programming language and introduce the logic and modular structure of computer programs. The second main axis of this course will use common open source modules for numerical operations, file and data processing, automated data analysis, and to solve practical problems encountered in the field of biology.


參考書目 Reference Books

Swaroop CH, A byte of Python, 4 rd ed., https://www.gitbook.com/book/swaroopch/byte-of-
python/details, 2016.
VanderPlas, Jake, Python Data Science Handbook, O’Reilly Media, Inc., 2016.
吳佳諺, Python 一天學會(電子書), https://drive.google.com/open?
id=1Jtbb6AVQnghseCeGrObNwpJlXAYC8HVx
洪錦魁, Python 最強入門邁向數據科學之路, 深智數位, 2019.
石川聡彥, 必學!Python 資料科學‧機器學習最強套件:NumPy, Pandas, Matplotlib, OpenCV,
scikit-learn, tf.Keras, 劉金讓譯, 旗標, 2021.
Swaroop CH, A byte of Python, 4th ed., https://www.gitbook.com/book/swaroopch/byte-of-
python/details, 2016.
VanderPlas, Jake, Python Data Science Handbook, O’Reilly Media, Inc., 2016.
Wu Jiayan, Learn Python in one day (e-book), https://drive.google.com/open?
id=1Jtbb6AVQnghseCeGrObNwpJlXAYC8HVx
Hong Jinkui, The best introduction to Python on the road to data science, Deep Intelligence Digital, 2019.
Ishikawa Satuhiko, must learn! Python data science‧The most powerful package for machine learning: NumPy, Pandas, Matplotlib, OpenCV,
scikit-learn, tf.Keras, translated by Liu Jinrang, Flag, 2021.


評分方式 Grading

評分項目 Grading Method 配分比例 Grading percentage 說明 Description
作業及實際操作作業及實際操作
Homework and practical operations
50
發問及討論發問及討論
Ask questions and discuss
20
期末專題及報告期末專題及報告
Final topics and reports
20
出席出席
Attend
10

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Course Information

Description

學分 Credit:3-0
上課時間 Course Time:
授課教師 Teacher:陳仁祥
修課班級 Class:生科系2-4
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授課大綱 Course Plan: Open

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