AI Notes

AI Notes | Principal Component Analysis

High dimensional datasets as they are called - as expected - are immune to traditional statistical treatments, as such galvanizing the ...
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AI Notes | Ensemble Learning

One of the exicting things I found about learning machine intelligence is it's amenabilities to very visible analogies. Once again, ...
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AI Notes | Decision Trees

Here, we have another very intuitive machine learning algorithm. In one sentence: A decision tree is a tree describing how ...
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AI Notes | K Nearest Neighbors

k-Nearest Neighbors (kNN) is one of the simplest and intuitive machine learning algorithm out there. It simply argues that a ...
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AI Notes | Logit Model

. . . and this will work by definition for a regression problem but not for a classification problem. To ...
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AI Notes | Regression Metrics

In my last notebook we looked at a classification problem, and we defined many classification metrics. In this notebook, we ...
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AI Notes | Classification Metrics

Now, say, you have built a machine learning model; the question you ask is: 'how well does this thing works ...
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AI Notes | Resampling Methods

These are the methods involved in sampling during machine learning. In my last notebook-blog, I hinted the idea of an ...
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AI Notes | Machine Learning Overview

In our ML blog-syllabus, mathematical foundations of ML should be the next stop, however I have decided to postpone this till ...
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AI Notes | A Brief Note on Statistics

Now that I am done with the computational foundations of ML in python, I can not in good conscience proceed ...
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AI Notes | My Reading Data Visualization with Seaborn

In this notebook, I demonstrated a few visualization techniques using my reading data from Goodreads ...
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AI Notes | Data Handling with Pandas

Pandas is an open source python library that is used for data handling and manipulation. It was developed to work with ...
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AI Notes | Introduction to Numerical Python (NumPy)

NumPy is an inescapable package for scientific computing in python. You can think of it as a foundation for numerous ...
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AI Notes | Jupyter Notebook

A  web-based application in the form of a notebook that can be used for storing (and sharing) codes, notes, mathematical ...
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AI Notes | Machine Learning Outline

About 2 months ago, I announced  this new blog section. I will be starting with machine learning over the next ...
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AI Notes | Introduction

I caught the AI flu – specifically the very virulent machine learning strain. It’s been on for several months now, ...
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