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boostrapping

Four types of Bootstrapping

Leave a Comment / Conceptual / By Sajil C. K.

I am sure you might have heard the term bootstrapping already. The first time I heard it, I felt it like jargon. Later I came to know that there are four different scenarios the term comes in. All of them have some basic roots but are in different subject domains. The term “bootstrap” has different …

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Automated PDF creation with Python and Latex

LaTeX Tutorial

3 Comments / Code, Computational Biology, Tutorial / By Sajil C. K.

This tutorial is on the typesetting language called LaTeX. LaTeX is useful when it comes to creating complex documents like thesis, project reports, research articles, etc. We will see the basic use-cases in around 22 examples. LaTeX Installation Instructions Windows In Windows, you need to install two programs called MiKTeX and TeXstudio. Please be careful to install …

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vector

A Short Intuitive Explanation of Vectors

3 Comments / Conceptual, Tutorial / By Sajil C. K.

What is a vector? I know you might be already thinking- “a vector is something which has magnitude and direction”. But that’s old school definition. I also used to think that way, but after I left the academic world, I had to dig deeper. The more I explored, the deeper the concept became. This post …

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Iterative Policy Improvement

Iterative Policy Improvement

1 Comment / Tutorial / By Sajil C. K.

Introduction Iterative Policy Improvement (IPI) is a reinforcement learning algorithm that aims to find the optimal policy for a given task. It works by iteratively improving an initial policy using the policy evaluation and policy improvement steps. Here’s how it works: Policy evaluation: The first step in IPI is to evaluate the current policy. This …

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epsilong greedy algorithm rewards

Epsilon Greedy Algorithm in Bandit Problems

2 Comments / Artifact, Code, Implementation, Tutorial / By Sajil C. K.

Introduction Bandit problems are the simplest possible reinforcement learning scenario. Here the bandit machine can have k arms and pulling each arm leaves the user a reward. One of the arms will be giving higher rewards in the long run and moreover this pattern could be changing over a time period. Think of the scenario …

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Automated PDF creation with Python and Latex

Automated Document Generation with Python & LaTeX

Leave a Comment / Computational Biology, Tutorial / By Sajil C. K.

Did you ever needed to do automated PDF creation using a table of information?.  Creating a Word document with certain formatting, styles, and tables would be the easy choice for a few pages of data. But what if you have data that might fill 100+ pages?. Would you do it by hand? or can we …

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Inset plot

Inset Plotting with Matplotlib

2 Comments / Computational Biology, Tutorial / By Sajil C. K.

Once upon a time, there was a scientist named Sarah who was studying the behavior of a particular species of birds. She had collected a large amount of data on their feeding habits, mating rituals, and other behaviors. However, she realized that some of the more interesting patterns in the data were difficult to see …

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matrix multiplication analogy

Matrix Multiplication in Real-Life

1 Comment / Conceptual / By Sajil C. K.

Hello World, Before discussing about matrix multiplication, let me start this discussion with even more basic question. What does simple multiplication means? To me, it feel like this. Say your IQ is 120. You have a magic wand, you wave it and say “Let my IQ go twice”. With multiplication you can grow or shrink …

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