Support Vector Machines Succinctly released

My ebook Support Vector Machines Succinctly is available for free.

Download Support Vector Machines Succinctly

About Support Vector Machines Succinctly

While I was working on my series of articles about the mathematics behind SVMs, I have been contacted by Syncfusion to write an ebook in their "Succinctly" e-book series. The goal is to cover a particular subject in about 100 pages. I gladly accepted the proposition and started working on the book.

I took me almost one year to complete writing this ebook. Hundred of hours spent reading about Support Vector Machines in several books and papers, trying to figure out the complex things in order to give you a clear view. And just as much drawing schemas and writing code.

What you will find in this book?

  • A refresher about some prerequisites to understand the subject more easily
  • An introduction with the Perceptron
  • An explanation of the SVM optimization problem
  • How to solve the SVM optimization problem with a quadratic programming solver
  • A description of kernels
  • An explanation of the SMO algorithm
  • An overview of multi-class SVMs
  • A lot of Python code to show how it works (everything is available in this bitbucket repository )

I hope this book will help all people strugling to understand this subject to have a fresh and clear understanding.

Is it hard to read?

My goal was to try to keep the book as easy to understand as possible. However, because of the space available, I was not able to go into as much details as in this blog.

Chapter 4 about the optimization problem will probably be the most challenging to read. Do not worry if you do not catch everything the first time and feel free to use it as a base to dive deeper into the subject if you wish to understand it fully.

If you struggle on some part, you can ask your question on stats.stackexchange if it is about Machine Learning or on math.stackexchange if it is about the mathematics. Both communities are great.

What now?

If you read the book I would love to hear your feedback!

Do not hesitate to post a comment and to share the book with your friends! 

I am passionate about machine learning and Support Vector Machine. I like to explain things simply to share my knowledge with people from around the world. If you wish you can add me to linkedin, I like to connect with my readers.

5 thoughts on “Support Vector Machines Succinctly released

  1. S.M. Hosseini

    Dear Alexandre, Congratulations!
    This is superb! I had no idea a book could look this good. Smooth and easy to read.

    Reply
  2. Dmitry Lifshitz

    Thank you Alexandre,

    Awesome book. The most comprehensive material ever found in the net.
    It has everything: refreshment of linear algebra, convex optimization basics, code examples and of course SVMs.

    Thank you for sharing your passion,

    Dmitry

    Reply

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