Analytics Coding Education STEM

Decision Tree and Prediction (Python)

This is an example of a Decision Tree model (very useful and popular method) to make prediction using the power of Machine Learning…using just a normal PC. Here we predict salary (depedendent variable) by giving various types of criteria (different forks in a decision tree). e.g. What’s the salary of a particular gender, of some […]

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STEM

Logistic Regression Example (Excel, Python)

In my previous blog on Sigmoid function, I touched on its usefulness and how it’s used to solve Logistic Regression problems either in binary or multiclass classification scenarios. Be sure to check that out http://flyingsalmon.net/?p=3879 first! In this blog, we’ll be using a dataset containing people’s ages and whether or not they bought life insurance […]

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STEM

Machine Learning (Prediction with Dummy Variables)

I already shared ways to leverage Python for Machine Learning and predict values in univariate and multivariate regression models. Be sure to read those before proceeding to this as this builds on those concepts. In this post, we’ll also make prediction using regression model but this time we have categorical values to deal with. Categorical […]

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STEM

Machine Learning In Python (Multivariate Linear Regression)

In my previous post, I shared how to predict using a single criteria leveraging machine learning in Python. If you haven’t read that, be sure to read that first here to get a better understanding of what we’re trying to do. In this post, I’ll let computer predict something based on multiple criteria. For example, […]

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Coding Education STEM

General Tree Data Structure – Python

In this post, I’ll demonstrate implementation of what’s known as a General Tree (not binary tree…that’ll be discussed soon in a different post)…it’s a unique data structure that Queue or Stacks cannot easily handle or at all. The key characteristic of this DS is that it allows for hierarchical data representation and relationships…think, taxonomy. Real-world […]

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