Udemy - Combinatorial Problems and Ant Colony Optimization Algorithm

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Udemy - Combinatorial Problems and Ant Colony Optimization Algorithm (Size: 2.1 GB)
  001 Combinatorial Optimization Problems.mp4 378.8 MB
  001 Combinatorial Optimization Problems_en.vtt 21.6 KB
  001 Inspirations of Ant Colony Optimization Algorithm.mp4 223.7 MB
  001 Inspirations of Ant Colony Optimization Algorithm_en.vtt 20.2 KB
  001 Introduction.mp4 114.2 MB
  001 Introduction_en.vtt 6.4 KB
  001 Thank You.mp4 4.8 MB
  001 Thank You_en.vtt 1.7 KB
  001 The Main Classes of Combinatorial Optimization Algorithms.mp4 66.6 MB
  001 The Main Classes of Combinatorial Optimization Algorithms_en.vtt 21.3 KB
  002 Brute-Force Search.mp4 19.5 MB
  002 Brute-Force Search_en.vtt 7.1 KB
  002 Difficulty of Combinatorial Optimization Problems.mp4 106.6 MB
  002 Difficulty of Combinatorial Optimization Problems_en.vtt 23.7 KB
  002 Mathematical Models of Ant Colony Optimization Algorithm.mp4 69.4 MB
  002 Mathematical Models of Ant Colony Optimization Algorithm_en.vtt 24.4 KB
  003 A framework for implementing ACO.mp4 43.1 MB
  003 A framework for implementing ACO_en.vtt 16.8 KB
  003 Branch and Bound Method.mp4 25.2 MB
  003 Branch and Bound Method_en.vtt 9.7 KB
  003 Sate Space of Combinatorial Optimization Problems.mp4 33.4 MB
  003 Sate Space of Combinatorial Optimization Problems_en.vtt 14.8 KB
  004 Nearest Neighbours Method.mp4 27.6 MB
  004 Nearest Neighbours Method_en.vtt 8.1 KB
  004 Preparing the problem.mp4 40.9 MB
  004 Preparing the problem_en.vtt 10.6 KB
  005 Drawing the graph.mp4 59.6 MB
  005 Drawing the graph_en.vtt 16 KB
  006 Initial Paramters, creating a colony, and roulette wheel.mp4 157.2 MB
  006 Initial Paramters, creating a colony, and roulette wheel_en.vtt 42.9 KB
  007 Finding the queen_.mp4 73.4 MB
  007 Finding the queen__en.vtt 14.4 KB
  008 Updating the pheromone matrix and apply evaporation.mp4 213.6 MB
  008 Updating the pheromone matrix and apply evaporation_en.vtt 20.1 KB
  009 Visualizing the best tour and phromone concentraiton.mp4 167.9 MB
  009 Visualizing the best tour and phromone concentraiton_en.vtt 32.4 KB
  010 Tuning the Parameters of Ant Colony Optimization Algorithm.mp4 336.4 MB
  010 Tuning the Parameters of Ant Colony Optimization Algorithm_en.vtt 17.2 KB
  14326396-AntColonyOptimization-0010-CombinatorialOptimization.pdf 1.7 MB
  14326402-AntColonyOptimization-0011-DifficultyofCombinatorialOptimization.pdf 1.3 MB
  14326404-AntColonyOptimization-0012-StateSpace.pdf 708.4 KB
  14326410-AntColonyOptimization-0020-CombinatorialAlgorithms.pdf 1.7 MB
  14326414-AntColonyOptimization-0025-BruteForce.pdf 626.2 KB
  14326416-AntColonyOptimization-0030-BranchAndBound.pdf 552.7 KB
  14326424-AntColonyOptimization-0040-NearestNeighbors.pdf 538.9 KB
  14326432-AntColonyOptimization-0050-ACO.pdf 1.6 MB
  14326450-AntColonyOptimization-0051-ACO.pdf 1.2 MB
  ACO.m 1.9 KB
  Bonus Resources.txt 307.2 B
  Get Bonus Downloads Here.url 204.8 B
  createColony.m 921.6 B
  createGraph.m 2.2 KB
  drawBestTour.m 716.8 B
  drawGraph.m 614.4 B
  drawPhromone.m 819.2 B
  fitnessFunction.m 204.8 B
  rouletteWheel.m 204.8 B
  updatePhromone.m 512 B
  ▲ 58 total files

Description


Combinatorial Problems and Ant Colony Optimization Algorithm
https://TutGator.com

MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz
Language: English | Size: 2.12 GB | Duration: 4h 57m
Let's learn Artificial Intelligence search methods: optimization, exact algorithms, heuristics, and metaheuristics
What you'll learn
Formulate combinatorial optimization problems
Solve combinatorial optimization problems
Develop and use Ant Colony Optimization
Solve Travelling Salesman Problem

Requirements
Basics coding skills in Matlab
Description
Search methods and heuristics are of the most fundamental Artificial Intelligence techniques. One of the most well-regarded of them is Ant Colony Optimization that allows humans to solve some of the most challenging problems in history. This course takes you through the details of this algorithm. The course is helpful to learn the following concepts:

Part 1:

1. The main components of the

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