CS 4973 & 6463 : Deep Learning

Syllabus | Schedule | Resources

Resources

• Python resources
• TensorFlow

Deep Learning Books

• Deep Learning for Computer Vision with Python, by Adrian Rosebrock
• Deep Learning: A Practitioners Approach, by Josh Patterson and Adam Gibson - Java and DL4J
• Deep Learning with Python, by Francois Chollet - from the creator of Keras
• Neural Networks and Deep Learning, by Michael Nielsen - free and online

Research Companies & Teams

• Facebook Research
• Google Research
• IBM Research
• OpenAI
• DeepMind

Associations, Conferences, & Journals

• AAAI - Association for the Advancement of Artificial Intelligence
• ICLR - International Conference on Learning Representations
• AISTATS - International Conference on Artificial Intelligence and Statistics
• AUAI - Association for Uncertainty in Artificial Intelligence
• ICML - International Conference on Machine Learning
• CVPR - Conference on Computer Vision and Pattern Recognition
• NeurIPS - Conference on Neural Information Processing Systems
• TPAMI - IEEE Transactions on Pattern Analysis and Machine Intelligence