Rahull TrehanFor Loop in PythonIn python, there are a lot of times when we have to iterate through the values we have in our iterable variable. I am purposely mentioning…2 min read·Jul 27, 2021----
Rahull TrehanMeasurement of the accuracy of a binary classification problemMy previous article was about Confusion Matrix where we discussed the importance of it, how is it read and calculated and what are the…5 min read·Jul 21, 2021----
Rahull TrehanConfusion MatrixConfusion Matrix is one of the evaluation metrics for machine learning classification problems, where a trained model is being evaluated…6 min read·Jun 21, 2021----
Rahull TrehanFeature Scaling in Machine LearningIn this article, I would like to cover one of the most important but most forgotten part of Machine Learning, that is, Feature Scaling.4 min read·Jun 7, 2021----
Rahull TrehanCovariance and CorrelationCovariance and Correlation are the terms you would come across very frequently while you are building models in machine learning…3 min read·Jun 5, 2021----
Rahull TrehanHierarchical Clustering (Agglomerative)Hierarchical Clustering is one of the most extensively used clustering techniques in unsupervised machine learning.5 min read·Jun 3, 2021----
Rahull TrehanEnsemble Methods (Bagging and Boosting)Ensemble Methods in Machine Learning relies on a very basic hypothesis that if we combine multiple models (weak learners) together it will…3 min read·Jun 1, 2021----
Rahull TrehanThe Lambda (𝜆) ParameterThe Lambda (𝜆) Parameter also known as the regularization rate is used to tune the overall impact of regularization on the complexity…1 min read·May 31, 2021----
Rahull TrehanRegularization in RegressionRegularization is one of the key technique which is used in Regression to address the overfitting and complexity issue if too many…2 min read·May 31, 2021----
Rahull TrehanSupport Vector Machines (SVM)SVM is one of the most important but difficult algorithms when it comes to understanding all the jargon it has. Through this article, I…4 min read·May 30, 2021----