deep-learning-resources

Collection of resources for getting started with deep learning and neural networks.

Beginner

• A Beginner's Guide to Deep Neural Networks
• Hacker's Guide To Neural Networks

Intermediate

• Neural Networks, Manifolds and Topologies
• Geoff Hinton Coursera Course
• Machine Learning is Fun!
• Understanding LSTM's

Advanced

• Hugo Larochelle YouTube Course

Frameworks

• Keras Github Page
• Keras Documentation
• TensorFlow

Animal Vocalization Resources

• Complex Sequencing Rules of Birdsong Can be Explained by Simple Hidden Markov Processes
• A Compact Statistical Model of the Song Syntax in Bengalese Finch
• Central auditory neurons have composite receptive fields