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54:48 ORIE Colloquium, 3/18/2020 - Ashia Wilson ORIE Colloquium, 3/18/2020 - Ashia Wilson	ORIE Colloquium, 3/18/2020 - Ashia Wilson “Variational Perspectives on Machine Learning: Algorithms, Inference, and Fairness”Machine learning plays a key role in shaping the decisions made by a growing number of institutions.… numerical analysis force incredibly hard machine learning model convergence rate continuous time forms of energy cybernetics 2nd order learning measurement ejc85 systems theory objective function caption complete differential calculus predictive model properly formulate statistics university of colorado at boulder dynamical system approximate proselytisation length fiction approximate cross elevation large consensus systems 2nd order approximation ventilating approximate proselytes scientific method faster rate cross elevation procedure theatre statistical classification optimization algorithms and methods collaboration learning algorithms approximate cross-pollination african-american music good sense nice result dynamic systems statistical theory functional analysis cell phone narratology model selection commerce approximate proselytisation procedure physical geography futurology chemical processes heating application areas machine learning data set gradient descent and air conditioning error functional derivative excel aeration statistical models model selected statistical error statistical deviation and dispersion From E. Cornelius 167 plays

“Variational Perspectives on Machine Learning: Algorithms, Inference, and Fairness”Machine learning plays a key role in shaping the decisions made by a growing number of institutions.…

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ORIE Colloquium, 3/18/2020 - Ashia Wilson