Tractability And Overparametrization In Some Simple Models Published 2021-10-12 Download video MP4 360p Recommendations 52:16 Causal Matrix Estimation 40:25 Learn Statistical Regression in 40 mins! My best video ever. Legit. 56:25 The Unreasonable Effectiveness of Spectral Graph Theory: A Confluence of Algorithms, Geometry & ... 1:00:56 Are LLMs the Beginning or End of NLP? 1:06:01 Nonparametric Bayesian Methods: Models, Algorithms, and Applications I 03:09 Why algorithms are called algorithms | BBC Ideas 2:07:15 Black Holes and the Quantum-Extended Church-Turing Thesis | Quantum Colloquium 1:29:59 Best classical music. Music for the soul: Beethoven, Mozart, Schubert, Chopin, Bach ... πΆπΆ 04:51 2 Easy Experiments for School | Easy Science Experiments to do at School 1:21:19 Why Only Us: Language and Evolution 1:27:56 Artificial Stupidity: The New AI and the Future of Fintech 42:09 Teach me STATISTICS in half an hour! Seriously. 50:05 6. Monte Carlo Simulation 1:03:45 Nonparametric Bayesian Methods: Models, Algorithms, and Applications II 51:32 Predictive Coding Models of Perception 1:29:49 Pairings in Cryptography 37:40 Multi horizon forecasting for limit order books 54:49 Algorithmic Trading and Machine Learning 1:30:15 High-Dimensional Statistics I Similar videos 53:39 The generalization error of overparametrized models - Andrea Montanari (Stanford) MAD+ 24 Jun 2020 01:08 Deep Double Descent and Overparameterization: Classical Machine Learning vs. Modern Deep Learning 29:47 Grokking: Generalization beyond Overfitting on small algorithmic datasets (Paper Explained) 15:02 [ICML 2020] Empirical Study: the Benefits of Overparameterization in Learning Latent Variable Models 55:05 From overparametrized neural networks to harmonic regression 1:14:00 Robust Learning by Double Over-Parameterization 43:59 Santosh Vempala (Gatech) -- Is There a Tractable (and Interesting) Theory of Nonconvex Optimization? 52:27 Juan Carrasquilla: "Simulating quantum dynamics with neural machine translation" 28:23 John Tsitsiklis (MIT): "The Shades of Reinforcement Learning" 00:36 What is the meaning of the word TRACTABILITY? 2:06:38 This is why Deep Learning is really weird. 1:17:25 Andrea Montanari - Algorithms and computational phase transitions in low-rank estimation 47:35 Offline Reinforcement Learning With Only Realizability 1:19:14 4. Recent Progress In The Theory Of Deep Learning 1:10:41 Learning Controllable Representations - Richard Zemel 1:03:15 Overparameterized and Adversarially Robust Sparse Models β Jeremias Sulam 1:25:32 Andrea Montanari - Lecture 1 1:18:33 Bryan Kelly -- Complexity in Factor Pricing Models 54:21 Exact Asymptotics and Universality for Gradient Flows and Empirical Risk Minimizers More results