#### **Data Analysis and Machine Learning with Matlab**

**Support Vector Machines (SVMs)**

This post is on applications of linear and gaussian kernels in SVMs. SVMs, which are non-probabilistic classifiers, are formulated so that only points near the decision boundary really make a difference... more

**Gradient descent and normal equation in Linear Regression**

This post is on gradient descent and normal equation techniques for linear regression to predict profits and house prices... more

**
Logistic Regression**

In this post, I will show how to implement logistic regression with Matlab. We will use logistic regression to predict whether a student will be admitted to a university... more