Udemy - Applied Optimization - Linear, Nonlinear, and ML Focus

Files:

• Get Bonus Downloads Here.url (0.2 KB)
~Get Your Files Here ! 1 - Course Overview
• 1 -Course Overview.mp4 (51.7 MB)
• 1 -UDEMY-OPTIMIZATION - OUTLINE.pptx (1.0 MB)
2 - Introduction
• 1 -Human Learning Vs. Machine Learning.mp4 (143.3 MB)
• 1 -Session-2 Human Learning Vs.png (637.3 KB)
• 2 -Session-3 Optimization and Mathematical Modelling.png (168.9 KB)
• 2 -What is Optimization.mp4 (189.5 MB)
• 3 -Session 4 - Types of Optimization Problems - Chart.png (441.6 KB)
• 3 -Types of Optimization Problems.mp4 (94.8 MB)
3 - Linear Optimization
• 1 -Mathematical modelling of linear optimization problem - Case Study 1.mp4 (163.4 MB)
• 1 -Session 5 - Linear Optimization - Math.png (553.8 KB)
• 2 -Python Code for Case Study - 1.url (0.1 KB)
• 2 -Session 6 - Python Implementation - Linear Optimization - Case Study 1.mp4 (160.2 MB)
• 3 -Session - 7 MatLab Implementation.pdf (290.9 KB)
• 3 -Session 7 -MATLAB Implementation - Linear Optimization - Case Study 1.mp4 (112.1 MB)
• 4 -Linear Optimization - Case Study 2.png (444.0 KB)
• 4 -Mathematical modelling of linear optimization problem - Case Study 2.mp4 (98.5 MB)
• 5 -Session 9 - Case Study 2 - Python Code.url (0.1 KB)
• 5 -Session 9 - Case Study 2 - Python Implementation.mp4 (101.9 MB)
• 6 -Case2 - MatLab Implementation.pdf (182.5 KB)
• 6 -Session 10 - Case Study 2- MATLAB Implementation.mp4 (95.1 MB)
4 - Constrained Non-Linear Optimization
• 1 -Lagrange multiplier method.png (485.7 KB)
• 1 -Session-11 Constrained Non Linear Optimization - Lagrange multiplier method.mp4 (112.4 MB)
• 2 -Case Study - 1 Economic Load Dispatch In Electrical Power System.mp4 (167.4 MB)
• 2 -Session-12- LagrangeMultiplier-Numerica.png (791.8 KB)
• 3 -Case Study - 1 Economic Load Dispatch In Electrical Power System - Derivation.mp4 (110.4 MB)
• 3 -Session-13.png (212.6 KB)
• 4 -Session 13 - Corrections.mp4 (41.4 MB)
• 4 -Session 13 - Corrections.png (406.9 KB)
• 5 -Constrained_Nonlinear_Optimization.mlx (170.7 KB)
• 5 -Derivation - Economic Load Dispatch.png (406.9 KB)
• 5 -MATLAB - Constrained Non-Linear Optimization - Lagrange Multiplier Method.mp4 (136.9 MB)
• 6 -Python - Constrained Non-Linear Optimization - Lagrange Multiplier Method.mp4 (129.2 MB)
• 6 -Python code.url (0.1 KB)
5 - Unconstrained Non-Linear Optimization - Gradient Descent Algorith
• 1 -Single Variable Non-Linear Optimization - Gradient Descent Algorithm.mp4 (323.3 MB)
• 1 -Single Variable Non-Linear Optimization - Gradient Descent Algorithm.png (371.4 KB)
• 2 -Numerical- Single Variable Non-Linear Optimization - Gradient Descent Algorithm.mp4 (87.1 MB)
• 2 -Single Variable Non-Linear Optimization - Gradient Descent Algorithm-Numericals.png (311.3 KB)
• 3 -Noninear_Optimization_SingleVariable.mlx (151.1 KB)
• 3 -Single Variable Non-Linear Optimization - Gradient Descent Algorithm-MATLAB.mp4 (109.5 MB)
• 3 -Single Variable Non-Linear Optimization - Gradient Descent Algorithm-MATLAB.pdf (127.6 KB)
• 4 -Python Code.url (0.1 KB)
• 4 -Single Variable Non-Linear Optimization - Gradient Descent Algorithm-Python.mp4 (78.2 MB)
• 5 -Multi Variable Non-Linear Optimization - Gradient Descent Algorithm.mp4 (82.4 MB)
• 5 -Multi-Variable Non-Linear Optimization - Gradient Descent Algorithm.png (139.1 KB)
• 6 -Multi Variable Non-Linear Optimization - Gradient Descent Algorithm - Numerical.mp4 (95.4 MB)
• 6 -Multi-Variable Non-Linear Optimization - Gradient Descent Algorithm - Numericals.png (207.2 KB)
• 7 -Multi Variable Non-Linear Optimization - Gradient Descent Algorithm-MATLAB.mp4 (93.7 MB)
• 7 -Multi-Variable Non-Linear Optimization - Gradient Descent Algorithm - MATLAB.pdf (143.1 KB)
• 7 -Noninear_Optimization_Multi_Variable.mlx (149.3 KB)
• 8 -Multi-Variable Non-Linear Optimization - Gradient Descent Algorithm-Python.mp4 (82.0 MB)
• 8 -Python Code.url (0.1 KB)
6 - Need of Optimization in Machine Learning
• 1 -Session-21 Need of Optimization for Machine Learning.png (103.6 KB)
• 1 -Why we need optimization in machine learning.mp4 (163.9 MB)
• Bonus Resources.txt (0.1 KB)