Lecture 1 - Introduction to Optimization
Lecture 2 - Introduction to Optimization (Continued...)
Lecture 3 - Introduction to Optimization (Continued...)
Lecture 4 - Introduction to Optimization (Continued...)
Lecture 5 - Introduction to Optimization (Continued...)
Lecture 6 - Introduction to Python
Lecture 7 - Introduction to Python (Continued...)
Lecture 8 - Introduction to Python (Continued...)
Lecture 9 - Introduction to Python (Continued...)
Lecture 10 - Introduction to Python (Continued...)
Lecture 11 - Optimization Algorithms
Lecture 12 - Optimization Algorithms (Continued...)
Lecture 13 - Optimization Algorithms (Continued...)
Lecture 14 - Optimization Algorithms (Continued...)
Lecture 15 - Optimization Algorithms (Continued...)
Lecture 16 - Gradient Descent/Conjugate Gradient Algorithms
Lecture 17 - Gradient Descent/Conjugate Gradient Algorithms (Continued...)
Lecture 18 - Gradient Descent/Conjugate Gradient Algorithms (Continued...)
Lecture 19 - Gradient Descent/Conjugate Gradient Algorithms (Continued...)
Lecture 20 - Gradient Descent/Conjugate Gradient Algorithms (Continued...)
Lecture 21 - Newton's Method
Lecture 22 - Newton's Method (Continued...)
Lecture 23 - Newton's Method (Continued...)
Lecture 24 - Newton's Method (Continued...)
Lecture 25 - Newton's Method (Continued...)
Lecture 26 - Quasi-Newton Methods
Lecture 27 - Quasi-Newton Methods (Continued...)
Lecture 28 - Quasi-Newton Methods (Continued...)
Lecture 29 - Quasi-Newton Methods (Continued...)
Lecture 30 - Quasi-Newton Methods (Continued...)
Lecture 31 - Quadratic Penalty Method
Lecture 32 - Quadratic Penalty Method (Continued...)
Lecture 33 - Quadratic Penalty Method (Continued...)
Lecture 34 - Quadratic Penalty Method (Continued...)
Lecture 35 - Quadratic Penalty Method (Continued...)
Lecture 36 - Augmented Lagrangian Method
Lecture 37 - Augmented Lagrangian Method (Continued...)
Lecture 38 - Augmented Lagrangian Method (Continued...)
Lecture 39 - Augmented Lagrangian Method (Continued...)
Lecture 40 - Augmented Lagrangian Method (Continued...)
Lecture 41 - Simplex Method
Lecture 42 - Simplex Method (Continued...)
Lecture 43 - Simplex Method (Continued...)
Lecture 44 - Simplex Method (Continued...)
Lecture 45 - Simplex Method (Continued...)
Lecture 46 - Affine Scaling Method
Lecture 47 - Affine Scaling Method (Continued...)
Lecture 48 - Affine Scaling Method (Continued...)
Lecture 49 - Affine Scaling Method (Continued...)
Lecture 50 - Affine Scaling Method (Continued...)
Lecture 51 - Affine Scaling Method (Continued...)
Lecture 52 - Affine Scaling Method (Continued...)
Lecture 53 - Affine Scaling Method (Continued...)
Lecture 54 - Affine Scaling Method (Continued...)
Lecture 55 - Affine Scaling Method (Continued...)
Lecture 56 - An application from machine learning
Lecture 57 - An application from machine learning (Continued...)
Lecture 58 - An application from machine learning (Continued...)
Lecture 59 - An application from machine learning (Continued...)
Lecture 60 - An application from machine learning (Continued...)