Courses

• CS231n: Convolutional Neural Networks for Visual Recognition, Fei-Fei Li (Stanford).
• CS224d: Deep Learning for Natural Language Processing, Richard Socher (Stanford).

Books

• Michael Nielsen. Neural Networks and Deep Learning.
• Goodfellow, I., Bengio, Y. and Courville, A. Deep Learning. MIT Press, 2016 (in prep.).

Papers

• Netzer, Y., et al. Reading Digits in Natural Images with Unsupervised Feature Learning. NIPS Workshop on Deep Learning and Unsupervised Feature Learning, 2011.
• Goodfellow, I., et al. Multi-digit Number Recognition from Street View Imagery using Deep Convolutional Neural Networks. ICLR, 2014. [video]

Resources

• UFLDL Deep Learning Tutorial
• DeepLearning.net: A collection of papers, software, dataset and current events.
• Deep Learning Summer School, Montreal 2015.