Hands-on k-fold Cross-validation for Machine Learning Model Evaluation — Cruise Ship Dataset
Author(s): Benjamin Obi Tayo Ph.D. Originally published on Towards AI. 1. Import necessary libraries In the previous article (Feature Selection and Dimensionality Reduction Using Covariance Matrix Plot), we’ve shown that a covariance matrix plot can be used for feature selection and dimensionality …
Random Error Quantification in Machine Learning
Author(s): Benjamin Obi Tayo Ph.D. Originally published on Towards AI. Every machine learning algorithm has an inherent random error that must be assessed and quantified Image by Benjamin O. Tayo Every machine learning model has an inherent random error. This error arises …
Sources of Error in Machine Learning
Author(s): Benjamin Obi Tayo Ph.D. Originally published on Towards AI. The solution to a machine learning problem is not unique. The predictive power of a model depends on the experience of the data scientist in dealing with sources of error Top highlight …
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