(Ebook) Causal AI (MEAP V04) by Robert Osazuwa Ness ISBN 9781633439917, 1633439917

(Ebook) Causal AI (MEAP V04) by Robert Osazuwa Ness ISBN 9781633439917, 1633439917

Causal AI teaches you how to build machine learning and deep learning models that implement causal reasoning. Discover why leading AI engineers are so excited by causal reasoning, and develop a high-level understanding of this next major trend in AI. New techniques are demonstrated with example models for solving industry-relevant problems. You’ll learn about causality for recommendations; causal modeling of online conversions; and uplift, attribution, and churn modeling. Each technique is tested against a common set of problems, data, and Python libraries, so you can compare and contrast which will work best for you. In Causal AI you will learn how to:• Build causal reinforcement learning algorithms• Implement causal inference with modern probabilistic machine tools such as PyTorch and Pyro• Compare and contrast statistical and econometric methods for causal inference• Set up algorithms for attribution, credit assignment, and explanation• Convert domain expertise into explainable causal model