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DeepLearningwithPython

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Machine Learning and Data Science study group starting Sep'2018

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# Machine Learning Study Group: Deep Learning with Python

## 目的:
協助想要往 Data Science 領域發展的 Women Who Code 成員學習 Deep Learning。

## 方法:
成立 Machine Learning Study Group。透過導讀、實作和討論，讓 members 共同來學習。

## Deep Learning with Python 讀書會
+ Machine Learning Study Group
    + 系列活動，為期十次
    + 採用台北與加州灣區連線方式舉行
    + 跨國志工導讀、實作及討論
+ 什麼是讀書會
    + 參考 : [認識HPX讀書會][1]
    + 讀書會屬於大家，是大家相互學習的形式，並非教學。
    + 讀書會成員認領導讀 (非強迫性)
    + 每章節獨立，歡迎新成員加入
+ 本次用書: [Deep Learning with Python][2]
    + [Github: fchollet/deep-learning-with-python-notebooks][13]
    + 請自行準備
+ Chapter in the book:
    + [進度 台北時間 灣區時間]
    - [x] [第一週][9] 9/15 9/14
        + **導讀** 第一章 [What is deep learning][10]
            - Milla Shih
        + **實作** 主題 [在 Google Colab 使用 Keras][11]
            + Sidney Lin
        + **分享** 主題 [Fast Track your Career in Data Science][12]
            + Chu-Cheng Hsieh
    - [x] 第二週 9/22 9/21
        + **導讀** 第二章 [Before we begin: the mathematical building blocks of neural networks][14]
            + Sidney Lin
    - [x] 第三週 9/29 9/28
        + **導讀** 第三章 [Getting started with neural networks][17]
            + Katy Chou
        + **補充** [But what *is* a Neural Network? | Deep learning, chapter 1][18]
            + Gomax
        + **補充** [How Deep Learning Neural Network Works][19]
            + Roger
    - [x] 第四週 10/13 10/12
        + **導讀** 第四章 [Fundamentals of machine learning][20]
            + Noah Chen
    - [x] 第五週 10/20 10/19
        + **導讀** 第五章 [Deep learning for computer vision][21]
            + 曾韋霖
    - [x] 第六週 10/27 10/26
        + **實作** 第五章 [實作][22]
            + 曾韋霖、Enzo
        + **分享** 主題 [import AI*][23]
            + 王品淳
    - [x] 第七週 11/3 11/2
        + **導讀** 第六章 [Deep learning for text and sequences][24]
            + Hsin-Wei Tsao, Alicia Yi-Ting Tsai
        + **補充** [最後Hsin-Wei分享的display_closestwords_tsnescatterplot.ipynb][25]
            + Hsin-Wei Tsao
    - [x] 第八週 11/10 11/9
        + **實作** 第六章 [Deep learning for text and sequences Practice][27]
        + **實作** 第六章 [實作jupyternotebook][26]
            + Hsin-Wei Tsao, Alicia Yi-Ting Tsai
    - [x] 第九週 11/17 11/16
        + **導讀** 第七章 [Advanced deep-learning best practices][28]
            + Yu-Hsuan Chen
    - [x] 第十週 12/9 12/8
        + **導讀** 第七章 [Advanced deep-learning best practices][28]
            + Yu-Hsuan Chen
    - [x] 第十一週 12/16 12/15
        + **導讀** 第八章 [Generative deep learning][29]
            + Jay Tao
        + **導讀** 第九章 [Conclusions][30]
            + Jay Tao
        + **補充** [Singularity][31]
            + Ziad

## 課程時間與地點:
+ 台北:
    + 三創 11 F
    + Start time: 9:40
+ 灣區:
    + Santa Clara University Library Room 133 (500 El Camino Real, Santa Clara)
    + Start time: 18:40

## 資訊與工具
+ 資訊發布以 Facebook 和 Meetup 為優先
    + [台北Meetup][Women Who Code Taipei][3]
    + [灣區活動頁][Machine Learning Study Group : Deep Learning with Python][8]
    + [FB粉絲頁][Women Who Code Taipei][4]
    + [FB社團][Women Who Code Taipei][5]
    + [FB社團][Girls in Tech-Taiwan/Taipei Women in Tech][6]
    + [FB社團][Data Science Meetup 台灣資料科學社群][7]
+ 提問討論有2種方式
    + Github 的 [Issue][15]
    + [Slack][16]

## 學習資源
+ **womenwhocode**[womenwhocode的學習資源][49]
+ **台大** [李宏毅老師的youtube頻道][59]
+ **台大** [林軒田老師的機器學習基石(上)-數學基礎][62]
+ **台大** [林軒田老師的機器學習基石(下)-演算法基礎][63]
+ **政大**[成為python數據分析達人的第一課][50]
    + Enzo 推薦
+ **Udemy**[机器学习 A-Z (Machine Learning A-Z in Chinese)][51]
    + Enzo 推薦
+ **Fb粉絲頁** [ccClub][54] & Medium:[Coding & Co-working Club][53]
+ **Google** [Google機器學習資源1:Prerequisites and Prework][56]
+ **Google** [Google機器學習資源2:Machine Learning Crash Course][57]
+ **Google** [Google機器學習資源3:Path of Machine Learning][58]
+ **Microsoft** [AI School: ML Crash Course][60]
+ **Udacity** [deep-learning-v2-pytorch][61]
+ **Coursera** [吳恩達老師的 Deep Learning系列課程][64]
+ **書籍** [練好機器學習的基本功][55]

[1]:https://hpx.tw/archives/18982
[2]:https://www.manning.com/books/deep-learning-with-python
[3]:https://www.meetup.com/Women-Who-Code-Taipei/
[4]:https://www.facebook.com/wwcodetaipei/
[5]:https://www.facebook.com/groups/wwcodetaipei/?ref=group_header
[6]:https://www.facebook.com/groups/420817431404071/?ref=group_header
[7]:https://www.facebook.com/groups/datasciencemeetup/?ref=group_header
[8]:https://www.facebook.com/events/1901939603261051/
[9]:https://github.com/WomenWhoCodeTaipei/DeepLearningwithPython/tree/master/Session%231
[10]:https://ppt.cc/fflBlx
[11]:https://lihi.cc/iaAoO
[12]:https://github.com/WomenWhoCodeTaipei/DeepLearningwithPython/blob/master/Session%231/Data-sciencist-at-SF-Bay-area.pdf
[13]:https://github.com/fchollet/deep-learning-with-python-notebooks
[14]:https://lihi.cc/UUnLP
[15]:https://github.com/WomenWhoCodeTaipei/DeepLearningwithPython/issues/1
[16]:https://goo.gl/forms/7hFI7tEf6Z4exCT82
[17]:https://lihi.cc/eaHoT
[18]:https://youtu.be/aircAruvnKk
[19]:https://www.youtube.com/watch?v=ILsA4nyG7I0&feature=youtu.be&t=852
[20]:http://bit.ly/deep_learning_with_python_ch4
[21]:https://drive.google.com/file/d/1oZsvDgy73Gd4jjG9UqwE2kwWhgjjebNv/view?fbclid=IwAR2AqvFtM_Q5dUDJmz9J6Q2kqGUTUHAVah84NLcB-jbhl_LCf7atkfV8jlQ
[22]:https://docs.google.com/presentation/d/1x44qt4YOyIbAL-TvQHClA2QU87BiuN0wSLNtJgUEYKQ/edit?fbclid=IwAR382IpEmEfxg1KK7wwmv6qK4BF1Q4J7vrWBlEwCaoTwocrP1ds_rVb1Td0#slide=id.g35f391192_00
[23]:https://docs.google.com/presentation/d/1uf7j-Fs0OD2gfqzJC35prFoHozv_9IBWV5azjcuLjqE/edit?fbclid=IwAR2yfW0C4m7PL8-7F1AWNCCZsEdp8rnNLRO4ETSvFimTGYavecqyCXcrMHk#slide=id.g44ca355d22_0_0
[24]:https://docs.google.com/presentation/d/1-b9TFwkdiVLC3WdV1uAaXQP1d2I9dRJM8zfNx6uwEIE/edit?fbclid=IwAR1NYM_7OK7iROxFoJ_AfR_1d3Rvrh5vxhZ99_XRBRUQmRObbX3CUgtzd_g#slide=id.g456bf0dcf7_6_431
[25]:https://l.facebook.com/l.php?u=https%3A%2F%2Fgist.github.com%2Faneesha%2Fda9216fb8d84245f7af6edaa14f4efa9%3Ffbclid%3DIwAR3X7BhnZZ2v3h_gIlFiajReJlutDcWS_n3e-p9MQqtufc1bUnCBoplJCnQ%23file-display_closestwords_tsnescatterplot-ipynb&h=AT1iOcQqYCJfrWmklJyraOG8e-3Vt2wjMNhOjfs5VdiKqx3CTfqnOsDsZAREBWZdqUhGExoP2T9x4Bgo7O59j6-vJJvq7BVQi225WrzDym02O04ZKquUZQjodPUT_LbhkXLMO-Xf
[26]:https://github.com/WomenWhoCodeTaipei/DeepLearningwithPython/blob/master/session8_Text_Practice.ipynb
[27]:https://docs.google.com/presentation/d/17EImL6qEwrJRz30315POVEPHi7mcnVhTOi4QwiSuST8/edit?fbclid=IwAR1MCdSX58RK9UOl5zSh5rfJ4Cxnh6_QOFy0VovBM6hqa6DEX4MKhf8tVSI#slide=id.p
[28]:https://docs.google.com/presentation/d/1ukpQ_zBVqMQz1RosLuPbCLkrOqD5O_oQpV4u8wlo6Cc/edit?fbclid=IwAR2A8mBTAyup7j8Qb1PqvS6IC4Y_nRks0kRjQ57rdBcHz6dXcBns6OnqBTw#slide=id.g35f391192_00
[29]:https://docs.google.com/presentation/d/1eukZLgAZTpLZSi-R-GfTOop1dEOykgf8kuQg5Mn1u50/edit?fbclid=IwAR2ahorQfwtpNLlrMs0JhVKDTkAQt8_hNkdAqL6ntFO3Dy0mQHIwy8iUN50#slide=id.g46410a78bf_0_0
[30]:https://docs.google.com/presentation/d/1uBFRrLoyh1C1drMpd3KcNj9JqDbZZHK91TGbvzPHylI/edit?fbclid=IwAR2EHyOVqrU5UGTspjfPR29ki5VGXiM4M9E351FycpA2f03YQwpqUJ2xUhM#slide=id.g4a3f5b514e_0_0
[31]:https://drive.google.com/drive/folders/1CDdgA4L5qxwEDOmdiqB7_aiVUTE6yLmI?usp=sharing

[49]:https://www.womenwhocode.com/resources
[50]:http://moocs.nccu.edu.tw/course/123/section/lecture
[51]:https://www.udemy.com/machinelearningchinese/
[52]:http://moocs.nccu.edu.tw/course/132/section/lecture
[53]:https://medium.com/ccclub
[54]:https://www.facebook.com/ccclub.io/?__xts__%5B0%5D=68.ARCnhjk8stSyaFt_vriAHC14KT_e9rrZyhmEmIeymdpbi1DLM-wgJVITp3zXb9dRjT6aK95i-mgLRi8bG-ezFy7hunCpy-ZGYC0GkJEPvTmfjm5yOXlYXO7_0tUsMCv-h3SUlOdVvc63dyU8T7HpL2tktySLN0dLGl1AjfR0o4ZRyvplknijGkEYuWVqyacA4FkOfpqO2jBUxnC4psEQp4Vp1lI-F621xi71ssw
[55]:https://www.books.com.tw/products/0010797283
[56]:https://developers.google.com/machine-learning/crash-course/prereqs-and-prework?fbclid=IwAR0UUErHm9a1BmT2X8MKoiV0P8eVdfIomiN-Oq7W-ZazWAMzwHsjMjbS0is
[57]:https://developers.google.com/machine-learning/crash-course/?utm_source=DevRel&utm_medium=StudyJam&utm_campaign=q1y2018&utm_term&utm_content=mlcc&fbclid=IwAR2EypJlNex4cxn_uL8QwRbK2GVS2PNrRQGYWv9L54IQLqkx83QSs39xT_k
[58]:https://techdevguide.withgoogle.com/paths/machine-learning/
[59]:https://www.youtube.com/channel/UC2ggjtuuWvxrHHHiaDH1dlQ/playlists
[60]:https://aischool.microsoft.com/en-us/machine-learning/learning-paths/ml-crash-course
[61]:https://github.com/udacity/deep-learning-v2-pytorch
[62]:https://www.coursera.org/learn/ntumlone-mathematicalfoundations
[63]:https://www.coursera.org/learn/ntumlone-algorithmicfoundations
[64]:https://www.deeplearning.ai/

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