31 videos found 01:01:13 TILOS Seminar: Rare Gems: Finding Lottery Tickets at Initialization 6 views Foundations,Machine Learning,TILOS Seminar Series deep learning,lottery ticket hypothesis,machine learning,neural networks 01:04:27 TILOS Seminar: Robust and Equitable Uncertainty Estimation 2 views Foundations,Machine Learning,TILOS Seminar Series black box models,confidence estimation,fairness,machine learning,robustness 54:45 TILOS Seminar: On Policy Optimization Methods for Control 3 views Foundations,TILOS Seminar Series control theory,nonconvex optimization,policy optimization,reinforcement learning 01:00:19 TILOS Seminar: Non-convex Optimization for Linear Quadratic Gaussian (LQG) Control 2 views Foundations,Machine Learning,TILOS Seminar Series control theory,Linear Quadratic Gaussian control,machine learning,nonconvex optimization 01:03:47 TILOS Seminar: How to use Machine Learning for Combinatorial Optimization 5 views Foundations,Machine Learning,TILOS Seminar Series combinatorial optimization,deep learning,machine learning,reinforcement learning 01:02:48 TILOS Seminar: Reasoning Numerically 1 views Foundations,TILOS Seminar Series automated reasoning,curse of dimensionality,intelligent systems,NP hardness 01:06:42 TILOS Seminar: Deep Generative Models and Inverse Problems 2 views Foundations,TILOS Seminar Series fairness,inverse problems,sparsity 01:06:24 TILOS Seminar: Learning in the Presence of Distribution Shifts: How does the Geometry of Perturbations Play a Role? 3 views Foundations,Machine Learning,TILOS Seminar Series deep learning,machine learning,perturbation geometry,robustness 01:05:28 TILOS Seminar: Geometric Mechanics, Information Geometry, Accelerated Optimization and ML 4 views Foundations,Machine Learning,TILOS Seminar Series geometric mechanics,information geometry,machine learning 00:53:29 TILOS Seminar: MCMC vs. Variational Inference for Credible Learning and Decision Making at Scale 3 views Foundations,TILOS Seminar Series MCMC methods,variational inference «1234»Page 3 of 4