Label Bias Identification in ML model using Python code

The field of machine learning is continuously evolving which led to a significant rise of the same in demand and importance. The application of machine learning models is now everywhere -- in our day-to-day life starting from movie recommendations on Netflix to product recommendations on Amazon. Starting from hiring a new employee to financial product approval decisions are now automatically done through machine learning models. It is assumed that a huge amount of data analyzed through improved machine learning algorithms can guide better decisions and smart actions in real-time without human intervention. However, this widespread usage of machine learning models leads to risk -the risk of bias.