no code implementations • NeurIPS 2011 • Jiquan Ngiam, Zhenghao Chen, Sonia A. Bhaskar, Pang W. Koh, Andrew Y. Ng
Unsupervised feature learning has been shown to be effective at learning representations that perform well on image, video and audio classification.
no code implementations • NeurIPS 2010 • Jiquan Ngiam, Zhenghao Chen, Daniel Chia, Pang W. Koh, Quoc V. Le, Andrew Y. Ng
Using convolutional (tied) weights significantly reduces the number of parameters that have to be learned, and also allows translational invariance to be hard-coded into the architecture.