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Matrix Completion Courses and Certifications

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Matrix Completion Courses and Certifications

Can Non-Convex Optimization Be Robust?

Nonconvex Optimization in Matrix Optimization and Distributionally Robust Optimization

Inference and Uncertainty Quantification for Noisy Matrix Completion - Lecture 5

Learning Time Series with Interventions

Finding Low-Rank Matrices - From Matrix Completion to Recent Trends

Power of Active Sampling for Unsupervised Learning

Analyzing Optimization and Generalization in Deep Learning via Dynamics of Gradient Descent

Implicit Regularization I

Is Optimization the Right Language to Understand Deep Learning? - Sanjeev Arora

Louis Theran: Rigidity of Random Graphs in Higher Dimensions

The Convex Geometry of Blind Deconvolution and Matrix Completion Revisited

Generalization in Deep Learning Through the Lens of Implicit Rank Minimization

Better Understanding of Non-convex Methods in Machine Learning

Distance Metric Learning and Outlier Detection in Data Mining - Spring 2023

Matrix Completion and PageRank in Data Mining - Spring 2023

Matrix Completion Courses and Certifications

Can Non-Convex Optimization Be Robust?

Nonconvex Optimization in Matrix Optimization and Distributionally Robust Optimization

Inference and Uncertainty Quantification for Noisy Matrix Completion - Lecture 5

Learning Time Series with Interventions

Finding Low-Rank Matrices - From Matrix Completion to Recent Trends

Power of Active Sampling for Unsupervised Learning

Analyzing Optimization and Generalization in Deep Learning via Dynamics of Gradient Descent

Implicit Regularization I

Is Optimization the Right Language to Understand Deep Learning? - Sanjeev Arora

Louis Theran: Rigidity of Random Graphs in Higher Dimensions

The Convex Geometry of Blind Deconvolution and Matrix Completion Revisited

Generalization in Deep Learning Through the Lens of Implicit Rank Minimization

Better Understanding of Non-convex Methods in Machine Learning

Distance Metric Learning and Outlier Detection in Data Mining - Spring 2023

Matrix Completion and PageRank in Data Mining - Spring 2023

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