Algorithms

The end is near. No, not the world, but the 12A12D series. After Linear Regression, it’s time to add more DS flavour.

After the basics of Regression, it’s time for basics of Classification. And, what can be easier than Logistic Regression!

This is what Classification actually means:

In our 12A12D series, we are trying to be as diverse as possible. I can bet that 90% of you are unaware of ARM Techniques, even though they are basics of Data Mining.

Let’s look at it’s simplicity here:

As the 12A12D series is progressing, there are some miscellaneous topics to be covered. One of them is Dimensionality Reduction, or simply, dealing with large number of dimensions/features/variables.

After completing 4 Algos of our 12 Algos in 12 Days series, here is one of the most popular and most talked about Algorithm since its development. Best thing I like about SVM is that it’s completely based on Mathematical Optimization problem.

I know it’s getting arduous to catch up with out daily posts, but it’s just meant to be this. 12 Algos in 12 days.
Here, we unbox one of the most powerful ML technique used by Grandmasters to win Data Hackathons on Kaggle. You’ll consider yourself lucky if you understand this properly.