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15101510\subsection {Cleaning text data }
15111511\subsection {Processing documents into tokens }
15121512\section {Training a logistic regression model for document classification }
1513- \section {Working with bigger data ? online algorithms and out-of-core learning }
1513+ \section {Working with bigger data - online algorithms and out-of-core learning }
15141514\section {Summary }
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15161516
1517+ % %%%%%%%%%%%%%%
1518+ % CHAPTER 9
1519+ % %%%%%%%%%%%%%%
1520+
1521+ \chapter {Embedding a Machine Learning Model into a Web Application }
1522+
1523+ \section {Chapter 8 recap - Training a model for movie review classification }
1524+ \section {Serializing fitted scikit-learn estimators }
1525+ \section {Setting up a SQLite database for data storage Developing a web application with Flask }
1526+ \section {Our first Flask web application }
1527+ \subsection {Form validation and rendering }
1528+ \subsection {Turning the movie classifier into a web application }
1529+ \section {Deploying the web application to a public server }
1530+ \subsection {Updating the movie review classifier }
1531+ \section {Summary }
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15181533\newpage
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