Bias Variance trade off

Bias Variance trade off

To solve the mystery of bias-variance trade off, we need to first understand what is meant by bias and variance in data science. Why it is so important for analysis of machine learning model. Does it create any issue while…

 Regularization Techniques

Regularization Techniques

As you know, literal meaning of regularization is to manage or control things. Machine learning model also demands regularization sometimes. Through this post, you will be able to know about what is regularization in machine learning, why does machine learning…

 Techniques to handle class imbalance

Techniques to handle class imbalance

In following post I have explained class imbalance problem in classification models and techniques to handle class imbalance problem using python. Table of content What is the class imbalance? Why class imbalance is an issue? How to handle class imbalance…