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title: README | |
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**OP**timization and **T**rustworthy **M**achine **L**earning | |
<a | |
href="https://www.optml-group.com" | |
class="underline">(OPTML)</a> group is an active research group at Michigan State University. Our research interests span the areas of machine learning (ML)/ deep learning (DL), optimization, computer vision, security, signal processing and data science, with a focus on developing learning algorithms and theory, as well as robust and explainable artificial intelligence (AI). These research themes provide a solid foundation for reaching the long-term research objective: **Making AI systems scalable and trustworthy.** | |
As AI moves from the lab into the real world (e.g., autonomous vehicles), ensuring its safety becomes a paramount requirement prior to its deployment. Moreover, as datasets, ML/DL models, and learning tasks become increasingly complex, getting ML/DL to scale calls for new advances in learning algorithm design. More broadly, the study towards robust and scalable AI could make a significant impact on machine learning theories, and induce more promising applications in, e.g., automated ML, meta-learning, privacy and security, hardware design, and big data analysis. We seek a new learning frontier when the current learning algorithms become infeasible, and formalize foundations of secure learning. | |
**We always look for passionate students to join the team in terms of RA/TA/externship/internship/visiting students!** | |
<a | |
href="https://www.optml-group.com/vacancies" | |
class="underline">(More info!)</a> | |