├── .gitattributes ├── 9781484238721.jpg ├── Contributing.md ├── LICENSE.txt ├── README.md ├── Thumbs.db ├── chapter1 ├── serverless-hosting-on-amazon-aws │ ├── application.py │ └── requirements.txt ├── serverless-hosting-on-google-cloud │ ├── app.yaml │ ├── appengine_config.py │ ├── main.py │ └── requirements.txt ├── serverless-hosting-on-microsoft-azure │ ├── main.py │ ├── ptvs_virtualenv_proxy.py │ ├── requirements.txt │ └── web.3.4.config ├── serverless-hosting-on-pythonanywhere │ └── readme.txt └── simple-local-flask-application │ └── main.py ├── chapter10 ├── chapter10.ipynb ├── ml-latest-small │ ├── README.txt │ ├── links.csv │ ├── movies.csv │ ├── ratings.csv │ └── tags.csv ├── requirements_jupyter.txt └── web-application │ ├── app.yaml │ ├── appengine_config.py │ ├── main.py │ ├── movies.csv │ ├── ratings.csv │ ├── requirements.txt │ ├── static │ └── images │ │ ├── Thumbs.db │ │ ├── curtain-left.jpg │ │ └── curtain-right.jpg │ └── templates │ └── index.html ├── chapter11 ├── chapter11.ipynb ├── requirements_jupyter.txt ├── spam_model_output.p ├── spam_words.csv └── web-application │ ├── main.py │ ├── ptvs_virtualenv_proxy.py │ ├── requirements.txt │ ├── static │ ├── images │ │ ├── 00.png │ │ ├── 01.png │ │ ├── 02.png │ │ ├── 04.png │ │ ├── 06.png │ │ ├── 08.png │ │ ├── 10.png │ │ ├── 12.png │ │ ├── 14.png │ │ ├── 16.png │ │ ├── 18.png │ │ ├── Thumbs.db │ │ ├── ham.png │ │ ├── roc-chart.png │ │ └── spam.png │ └── pickles │ │ └── spam_model_output.p │ ├── templates │ ├── .DS_Store │ └── index.html │ └── web.3.4.config ├── chapter12 ├── AAPL.csv ├── BA.csv ├── CAT.csv ├── GS.csv ├── HD.csv ├── IBM.csv ├── MCD.csv ├── MMM.csv ├── TRV.csv ├── UNH.csv ├── ^DJI.csv ├── chapter12.ipynb ├── companylist_AMEX.csv ├── companylist_NASDAQ.csv ├── companylist_NYSE.csv ├── requirements_jupyter.txt └── web-application │ ├── AAPL.csv │ ├── BA.csv │ ├── CAT.csv │ ├── GS.csv │ ├── HD.csv │ ├── IBM.csv │ ├── MCD.csv │ ├── MMM.csv │ ├── TRV.csv │ ├── UNH.csv │ ├── ^DJI.csv │ ├── companylist_AMEX.csv │ ├── companylist_NASDAQ.csv │ ├── companylist_NYSE.csv │ ├── main.py │ ├── requirements.txt │ ├── static │ └── images │ │ ├── Thumbs.db │ │ ├── down-arrow.png │ │ ├── ticker-title.png │ │ └── up-arrow.png │ └── templates │ ├── charts.html │ ├── fundamentals.html │ └── index.html ├── chapter13 └── README.txt ├── chapter14 ├── chapter14.ipynb ├── requirements_jupyter.txt └── web-application │ ├── main.py │ ├── static │ └── images │ │ ├── Thumbs.db │ │ ├── background1.jpg │ │ └── background2.jpg │ └── templates │ ├── admin.html │ └── index.html ├── chapter15 ├── authentication-digest-external.py ├── authentication-digest.py ├── authentication-simple.py ├── authentication_requirements.txt ├── memberful-purchase.html ├── paypal.html ├── stripe-payments │ ├── main.py │ └── templates │ │ ├── charge.html │ │ ├── index.html │ │ └── layout.html └── users-file.txt ├── chapter16 └── web-application │ ├── AAPL.csv │ ├── BA.csv │ ├── CAT.csv │ ├── GS.csv │ ├── HD.csv │ ├── IBM.csv │ ├── MCD.csv │ ├── MMM.csv │ ├── TRV.csv │ ├── UNH.csv │ ├── ^DJI.csv │ ├── companylist_AMEX.csv │ ├── companylist_NASDAQ.csv │ ├── companylist_NYSE.csv │ ├── main.py │ ├── requirements.txt │ ├── static │ └── images │ │ ├── Thumbs.db │ │ ├── down-arrow.png │ │ ├── ticker-title.png │ │ └── up-arrow.png │ └── templates │ ├── charts.html │ ├── fundamentals.html │ ├── index.html │ └── welcome.html ├── chapter2 ├── chapter2.ipynb ├── requirements_jupyter.txt └── web-application │ ├── main.py │ ├── ptvs_virtualenv_proxy.py │ ├── requirements.txt │ ├── static │ └── images │ │ ├── Thumbs.db │ │ ├── bike_four.png │ │ ├── bike_nine.png │ │ ├── bike_one.png │ │ ├── bike_sixteen.png │ │ └── bike_zero.png │ ├── templates │ └── index.html │ └── web.3.4.config ├── chapter3 ├── chapter3.ipynb ├── requirements_jupyter.txt ├── titanic3.csv └── web-application │ ├── app.yaml │ ├── appengine_config.py │ ├── main.py │ ├── requirements.txt │ ├── static │ └── images │ │ ├── Thumbs.db │ │ ├── small_cabin_location.png │ │ └── small_titanic.jpg │ ├── templates │ └── index.html │ └── titanic3.csv ├── chapter4 ├── chapter4.ipynb ├── ebextensions_fix.txt ├── gbm_model_dump.p ├── requirements_jupyter.txt ├── web-application │ ├── .ebextensions │ │ └── wsgi_fix.config │ ├── application.py │ ├── requirements.txt │ ├── static │ │ ├── images │ │ │ ├── Thumbs.db │ │ │ ├── quality_wine_logo.jpg │ │ │ ├── wine_red_3.jpg │ │ │ ├── wine_red_6.jpg │ │ │ ├── wine_red_9.jpg │ │ │ ├── wine_white_3.jpg │ │ │ ├── wine_white_6.jpg │ │ │ └── wine_white_9.jpg │ │ └── pickles │ │ │ └── gbm_model_dump.p │ └── templates │ │ └── index.html └── wine_df.csv ├── chapter5 ├── AAPL.csv ├── BA.csv ├── CAT.csv ├── GS.csv ├── HD.csv ├── IBM.csv ├── MCD.csv ├── MMM.csv ├── TRV.csv ├── UNH.csv ├── ^DJI.csv ├── chapter5.ipynb ├── requirements_jupyter.txt └── web-application │ ├── AAPL.csv │ ├── BA.csv │ ├── CAT.csv │ ├── GS.csv │ ├── HD.csv │ ├── IBM.csv │ ├── MCD.csv │ ├── MMM.csv │ ├── TRV.csv │ ├── UNH.csv │ ├── ^DJI.csv │ ├── main.py │ ├── static │ └── images │ │ ├── Thumbs.db │ │ ├── down-arrow.png │ │ ├── ticker-title.png │ │ └── up-arrow.png │ └── templates │ └── index.html ├── chapter6 ├── chapter6.ipynb ├── requirements_jupyter.txt ├── sf-crime-horizon.csv └── web-application │ ├── main.py │ ├── ptvs_virtualenv_proxy.py │ ├── requirements.txt │ ├── static │ ├── images │ │ ├── Thumbs.db │ │ ├── afternoon.jpg │ │ ├── cop.jpg │ │ ├── morning.jpg │ │ ├── night.jpg │ │ └── thief.jpg │ └── sf-crime-horizon.csv │ ├── templates │ └── index.html │ └── web.3.4.config ├── chapter7 ├── chapter7.ipynb ├── ebextensions_fix.txt ├── requirements_jupyter.txt └── web-application │ ├── .ebextensions │ └── wsgi_fix.config │ ├── application.py │ ├── requirements.txt │ ├── static │ └── images │ │ ├── Thumbs.db │ │ ├── go-golf.jpg │ │ └── no-golf.jpg │ └── templates │ └── index.html ├── chapter8 ├── Thumbs.db ├── chapter8.ipynb ├── mnist_5.png ├── requirements_jupyter.txt └── web-application │ ├── app.yaml 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