The research group is led by professor Tong Zhang, and
focuses on the following research topics.
- Theoretical Foundation of Machine Learning
This research topic is to study the mathematical models and
statistical convergence behavior of machine learning algorithms.
- Optimization Algorithms
This research topic is concerned with convex and nonconvex optimization, large scaled and distributed training, automatic tuning of machine learning
models and efficient deployment.
- Robust and Adaptive Algorithms
This research topic is concerned with the generalization of machine learning
procedures to new scenarios, and related robustness issues.
- Tools and Applications
This research topic is to develop tools and apply learning
algorithms to various applications such as
natural language processing, computer vision, and games, etc.
If you are interested, you may send your cv to professor Tong Zhang.