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Machine learning algorithms build a model of the training data. The term "machine learning" is vaguely defined; it includes what is also called statistical learning, reinforcement learning, unsupervised learning, etc. ALWAYS ADD A MORE SPECIFIC TAG.
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Biased Data in Machine Learning
The classical statistical answer is that if the selection process is in the data and described by the model or selection is at random then the parametrical model contemplates it correctly. See Donald …