PyConBy: Alejandro Saucedo, A practical guide towards explainability and bias evaluation in ML

PyCon Belarus 2019, Minsk Data Science Track A practical guide towards explainability and bias evaluation in machine learning - Alejandro Saucedo In this talk we will demystify the concept of “bias in machine learning“ through a hands-on example. We will be tasked to automate an end-to-end loan approval process by training a deep learning tensorflow model on sample data. We will then dissect the model and dataset showcasing hidden common risks, and we will provide important insight on the key tools and te