• A Comprehensive Guide to Machine Learning - Part 1a - Loss Functions Posted on Apr 6, 2021

  In the previous post on Linear Regression, I glossed over many of the details without much explanation. One such detail was the choice of our loss function - the mean squared error (mse) function. In this post, I shall show why do we choose that particular function and how it arises naturally from the problem of Linear Regression.

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• A Comprehensive Guide to Machine Learning - Part 1 Posted on Mar 23, 2021

  Except a few resources (which are pretty hard to find), the majority of resources to learn about this vast field either do not scratch the surface too much or they go deep to the point it becomes inaccesible to most people.

  In the guide, I hope to create a comprehensive guide to machine learning, hopefully, in a systematic and accesible way.

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