課程資訊

課程大綱

• 09/08/2016: 課程介紹與環境安裝

• 09/15/2016: 中秋節

• 09/22/2016: 資料處理與分析流程

• 09/29/2016: R 軟體基礎

• 10/06/2016: 進階資料結構

• 10/13/2016: 開放資料介紹

• 10/20/2016: 資料格式與處理方法

• 10/27/2016: 流程控制

• 11/03/2016: 圖表製作

• 11/10/2016: 期中報告 

• 11/17/2016: 機率分布與統計分析

• 11/24/2016: 回歸模型 

• 12/01/2016: 監督式學習

• 12/08/2016: 非監督式學習

• 12/15/2016: 關聯法則

• 12/22/2016: 金融資料探勘

• 12/29/2016: 社群網路資料探勘

• 01/05/2017: 期末報告

課程時間: 星期四 15:10-18:00

課程地點: SEB 302

課堂補充資料

• Clinton wants to ‘staple’ green cards on STEM grads' diplomas

  • http://www.computerworld.com/article/3089314/it-careers/clinton-wants-to-staple-green-cards-on-stem-grads-diplomas.html

• The 2016 Top Programming Languages

  • http://spectrum.ieee.org/computing/software/the-2016-top-programming-languages

• DATA SCIENTISTS, DATA ENGINEERS, SOFTWARE ENGINEERS: THE DIFFERENCE ACCORDING TO LINKEDIN

  • http://101.datascience.community/2016/11/28/data-scientists-data-engineers-software-engineers-the-difference-according-to-linkedin/

• Is Big Data Still a Thing? (The 2016 Big Data Landscape)

  • https://www.linkedin.com/pulse/big-data-still-thing-2016-landscape-matt-turck

• The Most Important Skill in Data Science: Mining and Visualizing your Data

  • http://businessoverbroadway.com/the-most-important-skill-in-data-science-mining-and-visualizing-your-data

• 台灣資料科學愛好者年會 

  • http://www.slideshare.net/tw_dsconf

• Worldwide cost of living survey

  • http://www.economist.com/blogs/graphicdetail/2016/03/daily-chart-4

• Washingtonpost

  • https://www.washingtonpost.com/graphics/national/police-shootings/

• CERN Just Dropped 300 Terabytes of Raw Collider Data to the Internet (歐洲核子研究組織)

  • http://gizmodo.com/cern-has-released-300-terabytes-of-collider-data-to-the-1772642139?utm_campaign=socialflow_gizmodo_facebook&utm_source=gizmodo_facebook&utm_medium=socialflow

• Academic Salaries

  • http://www.phdcomics.com/comics.php?f=1086

• 縣市重要統計指標

  • http://data.infographics.tw/viz/twstat/

• 文字視覺化 - 以 2016 總統就職演講為例

  • http://blog.infographics.tw/2016/05/text-visualization-with-jieba/

TED 影片

• The surprising seeds of a big-data revolution in healthcare 

  • https://www.ted.com/talks/joel_selanikio_the_surprising_seeds_of_a_big_data_revolution_in_healthcare

• Asia's rise - how and when 

  • https://www.ted.com/talks/hans_rosling_asia_s_rise_how_and_when

• Big data is better data

  • https://www.ted.com/talks/kenneth_cukier_big_data_is_better_data

• How we found the worst place to park in New York City

  • https://www.ted.com/talks/ben_wellington_how_we_found_the_worst_place_to_park_in_new_york_city_using_big_data

老師聯絡資訊

• nttu.chkao@gmail.com

• chkao@nttu.edu.tw

• https://sites.google.com/site/nttuchkao/

Office Hour (SEB 411)

• 星期二, 14:10-16:00

• 星期三, 14:10-16:00