Prediction Bias

Prediction bias can be caused by:

• Biases or noise in the data, including biased sampling for the training set
• Too-strong regularization, meaning that the model was oversimplified and lost some necessary complexity
• Bugs in the model training pipeline
• The set of features provided to the model being insufficient for the task