1:20:01DSCC 435 OPT for ML - 1 Introduction
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A 80-minute video from Jiaming Liang: “DSCC 435 OPT for ML - 1 Introduction”.
Jiaming Liang
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1:20:01
1:20:00DSCC 435 OPT for ML - 10 Frank Wolfe Method
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A 80-minute video from Jiaming Liang: “DSCC 435 OPT for ML - 10 Frank Wolfe Method”.
1:19:59DSCC 435 OPT for ML - 11 Inexact Proximal Point Framework
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A 80-minute video from Jiaming Liang: “DSCC 435 OPT for ML - 11 Inexact Proximal Point Framework”.
1:20:01DSCC 435 OPT for ML - 12 Generalized Inexact Proximal Point Framework
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A 80-minute video from Jiaming Liang: “DSCC 435 OPT for ML - 12 Generalized Inexact Proximal Point Framework”.
1:20:00DSCC 435 OPT for ML - 13 Saddle Point Problem
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A 80-minute video from Jiaming Liang: “DSCC 435 OPT for ML - 13 Saddle Point Problem”.
1:20:00DSCC 435 OPT for ML - 14 Augmented Lagrangian
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A 80-minute video from Jiaming Liang: “DSCC 435 OPT for ML - 14 Augmented Lagrangian”.
1:20:01DSCC 435 OPT for ML - 15 Alternating Direction Method of Multipliers
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A 80-minute video from Jiaming Liang: “DSCC 435 OPT for ML - 15 Alternating Direction Method of Multipliers”.
1:20:00DSCC 435 OPT for ML - 16 Smoothing
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A 80-minute video from Jiaming Liang: “DSCC 435 OPT for ML - 16 Smoothing”.
1:20:01DSCC 435 OPT for ML - 17 Optimization in Relative Scale: Definitions and Examples
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A 80-minute video from Jiaming Liang: “DSCC 435 OPT for ML - 17 Optimization in Relative Scale: Definitions and Examples”.
1:20:00DSCC 435 OPT for ML - 18 Optimization in Relative Scale: Algorithms
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A 80-minute video from Jiaming Liang: “DSCC 435 OPT for ML - 18 Optimization in Relative Scale: Algorithms”.
1:20:01DSCC 435 OPT for ML - 19 Randomized Block Coordinate Descent I
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A 80-minute video from Jiaming Liang: “DSCC 435 OPT for ML - 19 Randomized Block Coordinate Descent I”.
1:20:00DSCC 435 OPT for ML - 2 Convexity
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A 80-minute video from Jiaming Liang: “DSCC 435 OPT for ML - 2 Convexity”.
1:20:00DSCC 435 OPT for ML - 20 Randomized Block Coordinate Descent II
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A 80-minute video from Jiaming Liang: “DSCC 435 OPT for ML - 20 Randomized Block Coordinate Descent II”.
1:20:01DSCC 435 OPT for ML - 21 Accelerated Randomized Block Coordinate Descent
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A 80-minute video from Jiaming Liang: “DSCC 435 OPT for ML - 21 Accelerated Randomized Block Coordinate Descent”.
1:20:00DSCC 435 OPT for ML - 22 Nonconvex Optimization
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A 80-minute video from Jiaming Liang: “DSCC 435 OPT for ML - 22 Nonconvex Optimization”.
1:20:00DSCC 435 OPT for ML - 23 Sample Average Approximation
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A 80-minute video from Jiaming Liang: “DSCC 435 OPT for ML - 23 Sample Average Approximation”.
1:20:01DSCC 435 OPT for ML - 24 Stochastic Approximation - Convergence in Expectation
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A 80-minute video from Jiaming Liang: “DSCC 435 OPT for ML - 24 Stochastic Approximation - Convergence in Expectation”.
1:20:00DSCC 435 OPT for ML - 25 Stochastic Approximation - High Probability
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A 80-minute video from Jiaming Liang: “DSCC 435 OPT for ML - 25 Stochastic Approximation - High Probability”.
1:20:01DSCC 435 OPT for ML - 3 Complexity
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A 80-minute video from Jiaming Liang: “DSCC 435 OPT for ML - 3 Complexity”.
1:20:00DSCC 435 OPT for ML - 4 Gradient Method
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A 80-minute video from Jiaming Liang: “DSCC 435 OPT for ML - 4 Gradient Method”.
1:20:00DSCC 435 OPT for ML - 5 Projected Gradient Method
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A 80-minute video from Jiaming Liang: “DSCC 435 OPT for ML - 5 Projected Gradient Method”.
1:20:00DSCC 435 OPT for ML - 6 Subgradient Method
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A 80-minute video from Jiaming Liang: “DSCC 435 OPT for ML - 6 Subgradient Method”.
1:20:01DSCC 435 OPT for ML - 7 Mirror Descent
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A 80-minute video from Jiaming Liang: “DSCC 435 OPT for ML - 7 Mirror Descent”.
1:20:00DSCC 435 OPT for ML - 8 Proximal Gradient Method
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A 80-minute video from Jiaming Liang: “DSCC 435 OPT for ML - 8 Proximal Gradient Method”.
1:20:00DSCC 435 OPT for ML - 9 Accelerated Gradient Method
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A 80-minute video from Jiaming Liang: “DSCC 435 OPT for ML - 9 Accelerated Gradient Method”.