Introduction
An introduction to Support Vector Machines (SVM), a powerful algorithm for classification and regression tasks.
Theory
Dive into the theory behind SVMs, including the concepts of hyperplanes.
Scikit-Learn Example
Implement Support Vector Machines in PyTorch with this comprehensive tutorial.
TensorFlow Example
Learn how to implement Support Vector Machines using TensorFlow, with practical examples.
PyTorch Example
Implement Support Vector Machines in PyTorch with this comprehensive tutorial.
Common Mistakes & Best Practices
Avoid common mistakes in SVM implementation and optimize your models with best practices.
Comparison with Other Algorithms
Compare SVMs with other machine learning algorithms to understand their unique advantages.