Deploy Black-Box Models: The Importance of Intelligibility in Machine Learning for Bias Detection and Prevention
In machine learning often a trade-off must be made between accuracy and intelligibility: the most accurate models usually are not very intelligible (e.g., deep nets and random forests), and the mos…
