MIT (2020): Deep Learning New Frontiers

MIT Introduction to Deep Learning : Lecture 6 Deep Learning Limitations and New Frontiers Lecturer: Ava Soleimany January 2020 For all lectures, slides, and lab materials: Lecture Outline 0:00 - Introduction 0:58 - Course logistics 3:59 - Upcoming guest lectures 5:35 - Deep learning and expressivity of NNs 10:02 - Generalization of deep models 14:14 - Adversarial attacks 17:00 - Limitations summary 18:18 - Structure in deep learning 22:53 - Uncertainty & bayesian deep learning 28:09 - Deep evidential regression 33:08 - AutoML 36:43 - Conclusion Subscribe to stay up to date with new deep learning lectures at MIT, or follow us @MITDeepLearning on Twitter and Instagram to stay fully-connected!!