AI NOTES

AI Notes | Regression Metrics

In my last notebook we looked at a classification problem, and we defined many classification metrics. In this notebook, we will go through some regression metrics. Recall that in regression, the response value is continuous (and not categorical), as such different kind of prediction assessment will come into play ...
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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 anyways?'. To answer this question, we will need to define the performance metrics. As you might have imagined, the metrics will depend on the kind of machine learning problem in ...
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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 analogy between a 12-year-old girl studying for an exam, and our machine trying to learn ...
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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 later in the blog in order to write something more comprehensive. The reader should note that getting the maths 'out of the way' is very essential to deeply understand a lot ...
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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 to other topics in maths, without touching on some basic statistics. Here is a brief note on statistics ...
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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 the NumPy library ...
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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 python packages ...
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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 equations, and visualizations ...
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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 several months, and here is a peep at the blog outline ...
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