We aim to develop practical machine learning algorithms and ultimately artificial general intelligence (AGI). Towards the holy grail, we focus on improving the flexibility/efficiency/applicability/robustness of machine learning algorithms with respect to data. We are also interested in developing machine learning algorithms that can work in realistic, challenging, and important applications, such as computer vision.