5 Tools to Detect and Eliminate Bias in Your Machine Learning Models

If you have ever developed or worked on any type of machine learning algorithm, then you must have -- at some point -- needed to check if your model is biased and ensure that this bias is removed. Having a biased system will lead to inaccurate results that could jeopardize your entire project. Machine learning algorithms have proven their value in various application fields, from medical applications to self-driving cars and weather predictions. Although machine learning has many advantages, if your machine learning model contains any type of bias, you'll not be able to harness its full potential. Different sources could lead to a bias in a machine learning model.