Recently we are interested in large-scale linear classification (e.g., document classification or natural language processing applications). One of our latest software is LIBLINEAR. It can efficiently train millions of documents.
The major computational task behind machine learning methods is to solve optimization problems. I am interested in large-scale numerical optimization and its applications. A nonlinear optimization tool developed earlier is TRON.