三四月學程式資源

黃岳涵｜Yueh Han Huang

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Mar 14, 2017

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Beginner

1. 使用Anaconda
   http://darren1231.pixnet.net/blog/post/328443678-python-%E6%96%B0%E6%89%8B%E7%9A%84%E6%95%91%E6%98%9F--anaconda%E4%BB%8B%E7%B4%B9%E8%88%87%E5%AE%89%E8%A3%9D
2. 微軟實習
   https://www.microsoft.com/taiwan/campus/faq.aspx
3. 爬說語
   https://speakerdeck.com/rschiang/ma-gua-ye-neng-shang-shou-de-pa-shuo-yu-kai-yuan-she-python-ru-men
4. https://courses.edx.org/courses/course-v1:HarvardX+CS50+X/courseware/d0c88865e9434f17808f54870ea230a1/5b52cf0573bb4c9ab8bc979e728b2446/
5. https://campus.datacamp.com/courses/intermediate-python-for-data-science/matplotlib?ex=1

Python Open CV

1. 用五分鐘做行動裝置的文件掃描http://www.pyimagesearch.com/2014/09/01/build-kick-ass-mobile-document-scanner-just-5-minutes/
2. PyImageSearch 充滿CV教學文的網站
   http://www.pyimagesearch.com
3. 阿簡生物筆記
   http://a-chien.blogspot.tw/2016/11/pythonopencv.html

ML

1. 軒田的投影片
   https://www.slideshare.net/tw_dsconf/ss-73014464
2. Tensor flow project
3. 機器學習演算法 — 線性回歸與邏輯回歸
4. 史丹佛大學機器學習（Machine Learning）上課筆記（四）
5. Ning's slides
6. 史丹佛大學機器學習（Machine Learning）上課筆記（一）
7. Data Scientist lifecycle
8. 梯度下降法-Gradient Descent
9. http://ithelp.ithome.com.tw/users/20091368/ironman/1110
10. https://technet.microsoft.com/zh-tw/mt695654#ball103_go
11. http://datasci.tw/event/one_day_chatbot_170422/
12. https://classroom.udacity.com/courses/ud120/lessons/2410328539/concepts/30096788840923
13. One variable regression http://murphymind.blogspot.tw/2017/03/linear.regression.html
14. Kaggle
15. 如何使用Python進行機器學習
    http://blog.kdchang.cc/2016/10/09/how-to-mastering-machine-learning-with-python/
16. 類似上文的英文版
    http://www.kdnuggets.com/2015/11/seven-steps-machine-learning-python.html
17. http://cs229.stanford.edu/materials.html
18. 軒田一講筆記 http://blog.fukuball.com/machine-learning-foundations-by-lin-xuan-tian-di-jiang-xue-xi-bi-ji/
19. NN動物園 http://www.asimovinstitute.org/neural-network-zoo/

網站

1. https://www.squarespace.com
2. 前端網站
   http://blog.kdchang.cc/2016/11/05/how-to-establish-modern-front-end-development-environment-tutorial/
3. JS101 http://blog.kdchang.cc/2016/12/21/javascript101-tutorial/
4. https://www.w3schools.com/

資料科學

1. https://www.udacity.com/course/data-analyst-nanodegree--nd002
2. https://classroom.udacity.com/courses/ud827/lessons/1293178557/concepts/561816530923
3. https://www.slideshare.net/tw_dsconf/ss-62245351