Welcome to our laboratory
Machine Learning and Data-Driven Science
Karasuyama & Inatsu Lab — Nagoya Institute of Technology
Centered on fundamental mathematical research in machine learning,
we pursue a wide range of topics including optimization, interpretable AI,
and applications to scientific data.
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Research Topics
Our main research areas
Machine Learning
We research fundamental theory and applied methods across supervised, unsupervised, and deep learning.
Optimization
We develop methods for efficiently optimizing unknown functions using Bayesian probabilistic models.
Interpretable AI
We study methods that not only make accurate predictions but also help discover underlying patterns in data.
Scientific Applications
We apply machine learning to scientific domains including materials science and life sciences.