The Sum-of-Squares Approach to Clustering Non-Spherical Gaussian Mixtures Published 2020-09-23 Download video MP4 360p Download video MP4 720p Recommendations 1:16:40 Pedagogical Talk: Random Optimisation Problems 56:25 The Unreasonable Effectiveness of Spectral Graph Theory: A Confluence of Algorithms, Geometry & ... 23:47 Gaussian Processes 38:06 Gaussian Mixture Models - The Math of Intelligence (Week 7) 45:39 1. Algorithms and Computation 1:21:19 Why Only Us: Language and Evolution 1:00:56 Are LLMs the Beginning or End of NLP? 1:53:32 ML Tutorial: Gaussian Processes (Richard Turner) 50:05 6. Monte Carlo Simulation 1:08:14 Cryptography: From Mathematical Magic to Secure Communication 26:08 Mod-02 Lec-23 Gaussian Mixture Model (GMM) 1:05:29 Variational Inference: Foundations and Innovations 10:24 Medical Profession is about to COLLAPSE (well deserved) 28:00 The Most Underrated Concept in Number Theory 1:06:01 Nonparametric Bayesian Methods: Models, Algorithms, and Applications I 1:04:46 Ultraproducts as a Bridge Between Discrete and Continuous Analysis 17:17 Planck Stars: Alive Inside a Black Hole 1:29:49 Pairings in Cryptography 1:03:45 Nonparametric Bayesian Methods: Models, Algorithms, and Applications II 1:29:46 Secrets of the Soil Similar videos 59:17 The Sum-of-Squares Approach to Clustering Gaussian Mixtures_Pravesh Kothari 28:45 Outlier-Robust clustering of Gaussians and other non-spherical mixtures 59:55 lec17 18409 - Clustering Samples from a mixture of Gaussians 1:13:35 Clustering algorithms: K-means and mixture of Gaussians 1:30:30 Stanford CS229M - Lecture 19: Mixture of Gaussians, spectral clustering 43:33 Mixture Models, Robustness, and Sum of Squares Proofs 1:00:48 Robustly Learning Mixtures of (Clusterable) Gaussians via the SoS Proofs to Algorithms Method 42:04 CAIS Presents Clustering (Kmeans Vs. Gaussian Mixture Models) Lecture 19:18 CLUK7: Extensions of k-means Clustering 53:27 Introduction to Machine Learning - 09 - Clustering and expectation-maximization 51:05 Structures Of Local Minima In K-Means And Mixture Models 50:30 Recent Progress in Algorithmic Robust Statistics via the Sum-of-Squares Method 27:36 9.2 K-Means Clustering (UvA - Machine Learning 1 - 2020) 49:01 Robust List Decoding of Spherical Gaussians 32:24 Cl 3 - Clustering (32 min) 2:45:49 Lecture 9: Average-Case Algorithm Design via SoS: Clustering Spherical Mixtures 42:31 High dimensional estimation via Sum-of-Squares Proofs – D. Steurer & P. Raghavendra – ICM2018 32:07 CLUE3: Intrinsic Evaluation Measures 25:56 NLPC10: Expectation-Maximization in Clustering More results