34 videos found 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 01:04:07 TILOS Seminar: ML for Design Methodology and EDA Optimization 4 views Chip Design,Machine Learning,TILOS Seminar Series electronic design automation,machine learning,physics-based modeling,reinforcement learning,self-supervised learning 01:03:47 TILOS Seminar: How to use Machine Learning for Combinatorial Optimization 4 views Foundations,Machine Learning,TILOS Seminar Series combinatorial optimization,deep learning,machine learning,reinforcement learning 01:16:33 TILOS Seminar: The FPGA Physical Design Flow Through the Eyes of ML 3 views Chip Design,Machine Learning,TILOS Seminar Series FPGA,machine learning,physical design flow 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? 2 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 3 views Foundations,Machine Learning,TILOS Seminar Series geometric mechanics,information geometry,machine learning «1234»Page 3 of 4