Naveen Sundar Govindarajulu

Intra-Processing Methods for Debiasing Neural Networks

As deep learning models become tasked with more and more decisions that impact human lives, such as criminal recidivism, loan repayment, and face recognition for law enforcement, bias is becoming a growing concern. Debiasing algorithms are typically split into three paradigms: pre-processing, in-pro…