Take your Python machine learning ideas and create serverless web applications accessible by
anyone with an Internet connection. Some of the most popular serverless cloud providers are
covered in this book-Amazon Microsoft Google and PythonAnywhere. You will work through a
series of common Python data science problems in an increasing order of complexity. The
practical projects presented in this book are simple clear and can be used as templates to
jump-start many other types of projects. You will learn to create a web application around
numerical or categorical predictions understand the analysis of text create powerful and
interactive presentations serve restricted access to data and leverage web plugins to accept
credit card payments and donations. You will get your projects into the hands of the world in
no time. Each chapter follows three steps: modeling the right way designing and developing a
local web application and deploying onto a popular and reliable serverless cloud provider. You
can easily jump to or skip particular topics in the book. You also will have access to Jupyter
notebooks and code repositories for complete versions of the code covered in the book. What
You'll Learn Extend your machine learning models using simple techniques to create compelling
and interactive web dashboards Leverage the Flask web framework for rapid prototyping of your
Python models and ideas Create dynamic content powered by regression coefficients logistic
regressions gradient boosting machines Bayesian classifications and more Harness the power
of TensorFlow by exporting saved models into web applications Create rich web dashboards to
handle complex real-time user input with JavaScript and Ajax to yield interactive and tailored
content Create dashboards with paywalls to offer subscription-based access Access API data such
as Google Maps OpenWeather etc. Apply different approaches to make sense of text data and
return customized intelligence Build an intuitive and useful recommendation site to add value
to users and entice them to keep coming back Utilize the freemium offerings of Google Analytics
and analyze the results Take your ideas all the way to your customer's plate using the top
serverless cloud providers Who This Book Is For Those with some programming experience with
Python code editing and access to an interpreter in working order. The book is geared toward
entrepreneurs who want to get their ideas onto the web without breaking the bank small
companies without an IT staff students wanting exposure and training and for all data science
professionals ready to take things to the next level.
