Step-by-Step Guide to the Gaussian Basis Regression
Breaking down Gaussian Basis Regression step-by-step. Explaining the underlying math of transforming input data with Gaussian functions to coding solution using Python.
The Blog
List of my all blog posts, articles, and fun reads.
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Building Coordinate Descent for Lasso Loss from Scratch
Introduction to the Lasso loss, and the math behind coordinate descent in the Lasso loss. Showing how the Lasso loss can be used to perform feature selection.
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Implementing Polynomial Regression from Scratch
Follow up post on linear regression from scratch, this time implementing polynomial regression and seeing how it differs from linear regression.
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Linear Regression from Scratch using Python
Creating a linear regression model from scratch using Python with mean squared error and gradient descent.
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Using Confusion Matrix for Unbalanced Datasets
Learn how to effectively use confusion matrices to evaluate the performance of models on unbalanced datasets.
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Welcome to My Blog – AI, Web, and Cloud Insights
A space for AI experiments, web development insights, and cloud technology discussions.