財務金融大數據分析 Tamkang University Big Data Analytics in Finance 大數據分析 Python Numpy (Big Data Analytics with Numpy in Python) 1061BDAF07 MIS EMBA (M2322) (8605) Thu 12,13,14 (19:20-22:10) (D503) Min-Yuh Day 戴敏育 Assistant Professor 專任助理教授 Dept. of Information Management, Tamkang University 淡江大學 資訊管理學系 http://mail. tku.edu.tw/myday/ 1 2017-11-09 課程大綱 (Syllabus) 週次 (Week) 日期 (Date) 內容 (Subject/Topics) 1 2017/09/21 財務金融大數據分析課程介紹 (Course Orientation for Big Data Analytics in Finance) 2 2017/09/28 金融科技商業模式 (Business Models of Fintech) 3 2017/10/05 人工智慧投資分析與機器人理財顧問 (Artificial Intelligence for Investment Analysis and Robo-Advisors) 4 2017/10/12 金融科技對話式商務與智慧型交談機器人 (Conversational Commerce and Intelligent Chatbots for Fintech) 5 2017/10/19 事件研究法 (Event Study) 6 2017/10/26 財務金融大數據分析個案研究 I (Case Study on Big Data Analytics in Finance I) 2 課程大綱 (Syllabus) 週次 (Week) 日期 (Date) 內容 (Subject/Topics) 7 2017/11/02 Python 財務大數據分析基礎 (Foundations of Finance Big Data Analytics in Python) 8 2017/11/09 Python Numpy大數據分析 (Big Data Analytics with Numpy in Python) 9 2017/11/16 Python Pandas 財務大數據分析 (Finance Big Data Analytics with Pandas in Python) 10 2017/11/23 期中報告 (Midterm Project Report) 11 2017/11/30 文字探勘分析技術與自然語言處理 (Text Mining Techniques and Natural Language Processing) 12 2017/12/07 Python Keras深度學習 (Deep Learning with Keras in Python) 3 課程大綱 (Syllabus) 週次 (Week) 日期 (Date) 內容 (Subject/Topics) 13 2017/12/14 財務金融大數據分析個案研究 II (Case Study on Big Data Analytics in Finance II) 14 2017/12/21 TensorFlow深度學習 (Deep Learning with TensorFlow) 15 2017/12/28 財務金融大數據深度學習 (Deep Learning for Finance Big Data) 16 2018/01/04 社會網絡分析 (Social Network Analysis) 17 2018/01/11 期末報告 I (Final Project Presentation I) 18 2018/01/18 期末報告 II (Final Project Presentation II) 4 Big Data Analytics with Numpy Python in 5 Numpy NumPy Base N-dimensional array package 6 NumPy is the fundamental package for scientific computing with Python. Source: http://www.numpy.org/ 7 Wes McKinney (2012), Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython, O'Reilly Media Source: http://www.amazon.com/Python-Data-Analysis-Wrangling-IPython/dp/1449319793/ 8 The Quant Finance PyData Stack Source: http://nbviewer.jupyter.org/format/slides/github/quantopian/pyfolio/blob/master/pyfolio/examples/overview_slides.ipynb#/5 9 NumPy http://www.numpy.org/ 10