Convex Optimization
size: 14.23 GB
|- Lecture 9 - Numerical Linear Algebra Primer-PIzXY0piVSE.mp4 - 704.90 MB
|- Lecture 9 - Numerical Linear Algebra Primer-PIzXY0piVSE.en.srt - 110.00 kB
|- Lecture 8 - Proximal Gradient Descent and Acceleration-WFzEVDhbB14.mp4 - 198.80 MB
|- Lecture 8 - Proximal Gradient Descent and Acceleration-WFzEVDhbB14.en.srt - 101.00 kB
|- Lecture 7 - Subgradient Method-L2A6lk2ot-Q.mp4 - 735.80 MB
|- Lecture 7 - Subgradient Method-L2A6lk2ot-Q.en.srt - 95.00 kB
|- Lecture 6 - Subgradients-k6ZUjmwKNJM.mp4 - 196.20 MB
|- Lecture 6 - Subgradients-k6ZUjmwKNJM.en.srt - 98.00 kB
|- Lecture 5 - Gradient Descent-RPLa3xxUaYI.mp4 - 197.10 MB
|- Lecture 5 - Gradient Descent-RPLa3xxUaYI.en.srt - 107.00 kB
|- Lecture 4 - Canonical Problem Forms-cocQrIW2Q1A.mp4 - 213.10 MB
|- Lecture 4 - Canonical Problem Forms-cocQrIW2Q1A.en.srt - 82.00 kB
|- Lecture 3 - Convexity II - Optimization Basics-erJlwZ3AXW4.mp4 - 134.00 MB
|- Lecture 3 - Convexity II - Optimization Basics-erJlwZ3AXW4.en.srt - 72.00 kB
|- Lecture 26 - Nonconvex No problem!-Jlt5c5iM2Lc.mp4 - 629.40 MB
|- Lecture 26 - Nonconvex No problem!-Jlt5c5iM2Lc.en.srt - 103.00 kB
|- Lecture 25 - Fast Stochastic Optimization Algorithms for ML-Cm90vyqQlFM.mp4 - 903.40 MB
|- Lecture 24 - Proximal and Projected Newton Methods-l1kPPoDjneQ.mp4 - 685.00 MB
|- Lecture 24 - Proximal and Projected Newton Methods-l1kPPoDjneQ.en.srt - 100.00 kB
|- Lecture 23 - Conditional Gradient (Frank-Wolfe) Method-iNPCBRUt99E.mp4 - 671.40 MB
|- Lecture 23 - Conditional Gradient (Frank-Wolfe) Method-iNPCBRUt99E.en.srt - 95.00 kB
|- Lecture 22 - Coordinate Descent-cQuJvhwf1wY.mp4 - 632.30 MB
|- Lecture 22 - Coordinate Descent-cQuJvhwf1wY.en.srt - 95.00 kB
|- Lecture 21 - Dual Methods and ADMM–OcmiHxDc5I.mp4 - 724.20 MB
|- Lecture 21 - Dual Methods and ADMM–OcmiHxDc5I.en.srt - 104.00 kB
|- Lecture 20 - Case Study - Generalized Lasso Problems (continued)-Mn-cAd-Tn-c.mp4 - 704.70 MB
|- Lecture 20 - Case Study - Generalized Lasso Problems (continued)-Mn-cAd-Tn-c.en.srt - 100.00 kB
|- Lecture 2 - Convexity I - Sets and Functions-7cscI6qZBPA.mp4 - 197.80 MB
|- Lecture 2 - Convexity I - Sets and Functions-7cscI6qZBPA.en.srt - 105.00 kB
|- Lecture 19 - Case Study - Generalized Lasso Problems-A8qJDwO-bnE.mp4 - 748.50 MB
|- Lecture 19 - Case Study - Generalized Lasso Problems-A8qJDwO-bnE.en.srt - 105.00 kB
|- Lecture 18 - Review-VojqDi5_ZXA.mp4 - 152.10 MB
|- Lecture 18 - Review-VojqDi5_ZXA.en.srt - 70.00 kB
|- Lecture 17 - Primal-dual Interior-point Methods (part 2)-maQSlo_29NA.mp4 - 710.60 MB
|- Lecture 17 - Primal-dual Interior-point Methods (part 2)-maQSlo_29NA.en.srt - 95.00 kB
|- Lecture 16 - Primal-dual Interior-point Methods (part 1)-rSN5UvP0weE.mp4 - 738.20 MB
|- Lecture 15 - Barrier Method-KpFpkxxj9Xo.mp4 - 670.00 MB
|- Lecture 15 - Barrier Method-KpFpkxxj9Xo.en.srt - 100.00 kB
|- Lecture 14 - Newton’s Method-bsLeAXPOMlA.mp4 - 707.20 MB
|- Lecture 14 - Newton’s Method-bsLeAXPOMlA.en.srt - 102.00 kB
|- Lecture 13 - Duality Uses and Correspondences-JDTgXvvUPSc.mp4 - 613.80 MB
|- Lecture 13 - Duality Uses and Correspondences-JDTgXvvUPSc.en.srt - 94.00 kB
|- Lecture 12 - Karush-Kuhn-Tucker Conditions-upxERZ1dyCE.mp4 - 697.70 MB
|- Lecture 12 - Karush-Kuhn-Tucker Conditions-upxERZ1dyCE.en.srt - 89.00 kB
|- Lecture 11 - Duality in General Programs-Z5auJj9vprA.mp4 - 772.00 MB
|- Lecture 11 - Duality in General Programs-Z5auJj9vprA.en.srt - 97.00 kB
|- Lecture 10 - Duality in Linear Programs-9OhO15ltigc.mp4 - 707.60 MB
|- Lecture 10 - Duality in Linear Programs-9OhO15ltigc.en.srt - 87.00 kB
|- Lecture 1 - Why Optimization-LrcKPft5E-Q.mp4 - 177.40 MB
|- Lecture 1 - Why Optimization-LrcKPft5E-Q.en.srt - 64.00 kB