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Published in International Conference on Machine Learning, 2020
NGBoost brings generic probabilistic prediction capability to gradient boosting.
Recommended citation: Tony Duan*, Anand Avati*, et.al. "NGBoost: Natural Gradient Boosting for Probabilistic Prediction" ICML 2020. https://stanfordmlgroup.github.io/projects/ngboost/
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Graduate course, Stanford University, Computer Science, 2019
CS229 is Stanford’s hallmark Machine Learning course. I was the principal instructor for the course over Summer 2019 (and Summer 2020) quarter, for a total of over 300 students. This offering received the highest student course evaluation ratings across all CS229 offerings over the last 5 years.