Basics of Support Vector Machines

We discuss support vector machines, a very powerful and versatile machine learning model.

Why So Naive, Bayes?

I describe Naive Bayes, a commonly-used generative model for a variety of classification tasks.

Introduction to Logistic Regression

I describe logistic-regression, one of the cornerstone algorithms of the modern-day machine learning toolkit.

Fundamentals of Linear Regression

I describe the basics of linear regression, one of the most common and widely used machine learning techniques.

Being a Good Machine Learning Engineer/Data Scientist

A discussion of the most important skills necessary for being an effective machine learning engineer or data scientist.