Support Vector Machines (SVM) are not new but are still a powerful tool for classification due to their tendency not to overfit, but to perform well in many cases. If you are only interested in a certain topic, just scroll over the topics. These are the topics in chronological order:
What’s the mathematical concept behind the Support Vector Machine?
What is a kernel and what are kernel functions?
What is the kernel trick?
What is the dual problem of a SVM?
How does Multiclass Classification take place?
Implementation via Python and scikit-learn
If you are only interested in how it can be implemented using Python and scikit-learn, scroll down to the end!

#scikit-learn #classification #python #support-vector-machine #machine-learning