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For the second edition, I would like to thank Ben Xie, Long Le, Roger Hunter, Tho Du, and Zachary David for their help with Python and R. A big thank you also to my production editor, Purvi Patel, for shepherding this project to its fruition.

I thank Dr. Sergei Belov and Dr. Radu Ciobanu for demonstrating a novel machine-learning technique that we called Conditional Parameter Optimization in Example 7.1, and updating Example 7.4 with his high-performance PCA codes. Radu was the VP of Engineering at PredictNow.ai, our financial machine-learning SaaS, and Sergei is a senior researcher there.

Last but not least, I would like to thank all the readers who wrote me over the years since the publication of the first edition with their questions and doubts, about bugs in the book, and on how they finally achieved success in this ultracompetitive world of quant trading.