Transforming Decision-Making with AI: A Shift from Prediction to Optimization in Machine Learning

P. Grigas article

Amid the surging popularity of AI, companies, organizations, and institutions worldwide are eagerly embracing its transformative potential. Yet, a disparity exists, rooted in the steep costs and extended time frames required for training machine learning models. This challenge is particularly acute in supervised learning—a popular machine learning approach where algorithms learn from labeled datasets. Here,…

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AI4OPT In Its Third Year

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AI4OPT In Its Third year The Artificial Intelligence Institute for Advances in Optimization is delivering a paradigm shift in automated decision-making September marked the third anniversary of The AI Institute for Advances in Optimization (AI4OPT). Established in 2021 with a $20 million grant from the National Science Foundation, this visionary institute is a collaborative effort,…

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Prof. Paul Grigas Wins INFORMS Junior Faculty Interest Group Paper Competition

Paul grigas scaled

Berkeley IEOR Professor Paul Grigas has been selected as winner of the 2020 INFORMS Junior Faculty Interest Group (JFIG) Paper Competition for his work titled Smart “Predict, then Optimize”, co-authored along with colleague Adam Elmachtoub from Columbia University. Grigas and Elmachtoub were selected for proposing a new prediction and optimization framework, called Smart “Predict, then…

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