オールボー大学エネルギー工学院（AAU Energy）の修士課程2学期目では「Optimization Theory（最適化理論）」という数学の講義があります。 数理最適化、数式の羅列が多いゆえになかなか自分のものにしきれずにいた感覚があるので、このタイミングで学び ...

A comprehensive tutorial repository for learning deep learning model optimization techniques, including network tuning, backpropagation optimization, overfitting management, and root cause analysis.

This repository contains a tutorial on how to use hierarchical coarse-grained models and mutli-level Bayesian optimization for molecular discovery. Although the example system is quite simple, the ...

Abstract: This tutorial addresses the use of stochastic gradients in simulation optimization, including methodology and algorithms, theoretical convergence analysis, and applications. Specific topics ...

Low-rank data analysis has emerged as a powerful paradigm across applied mathematics, statistics, and data science. With the rapid growth of modern datasets in size, dimensionality, and complexity, ...