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TORRENT DETAILS
Udemy - A.I. And Combinatorial Optimization With Meta-Heuristics
TORRENT SUMMARY
Status:
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understand why artificial intelligence is important
understand pathfinding algorithms (BFS, DFS and A* search)
understand heuristics and meta-heuristics
understand genetic algorithms
understand particle swarm optimization
understand simulated annealing
Description
This course is about the fundamental concepts of artificial intelligence and meta-heuristics with Python. This topic is getting very hot nowadays because these learning algorithms can be used in several fields from software engineering to investment banking. Learning algorithms can recognize patterns which can help detecting cancer for example. We may construct algorithms that can have a very good guess about stock price movement in the market.
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Introduction/1. Introduction.mp4
9.4 MB
~Get Your Files Here !/1. Introduction/1. Introduction.srt
3.2 KB
~Get Your Files Here !/1. Introduction/2. Slides and source code.html
127 B
~Get Your Files Here !/1. Introduction/ai.pptx
2.2 MB
~Get Your Files Here !/1. Introduction/AStarSearch.py
3.2 KB
~Get Your Files Here !/1. Introduction/BreadthFirstSearch.py
1.1 KB
~Get Your Files Here !/1. Introduction/DepthFirstSearch.py
1.1 KB
~Get Your Files Here !/1. Introduction/DepthFirstSearchRecursion.py
748 B
~Get Your Files Here !/1. Introduction/GeneticAlgorithmElitism.py
4.4 KB
~Get Your Files Here !/1. Introduction/GeneticAlgorithmKnapsack.py
4.7 KB
~Get Your Files Here !/1. Introduction/GeneticAlgorithmNQueens.py
5.1 KB
~Get Your Files Here !/1. Introduction/GeneticAlgorithmSequence.py
3.6 KB
~Get Your Files Here !/1. Introduction/MazeBFS.py
2.7 KB
~Get Your Files Here !/1. Introduction/MazeProblem.py
2.2 KB
~Get Your Files Here !/1. Introduction/ParticleSwarmOptimizationFunction.py
4 KB
~Get Your Files Here !/1. Introduction/SimulatedAnnealingFunction.py
1.8 KB
~Get Your Files Here !/1. Introduction/SimulatedAnnealingSudoku.py
4.8 KB
~Get Your Files Here !/1. Introduction/SimulatedAnnealingTSP.py
4.2 KB
~Get Your Files Here !/1. Introduction/SimulatedAnnelaingTSP.py
3.5 KB
~Get Your Files Here !/1. Introduction/WebCrawler.py
1.2 KB
~Get Your Files Here !/1. Introduction/__MACOSX/_ai.pptx
212 B
~Get Your Files Here !/1. Introduction/__MACOSX/_BreadthFirstSearch.py
212 B
~Get Your Files Here !/1. Introduction/__MACOSX/_DepthFirstSearch.py
212 B
~Get Your Files Here !/1. Introduction/__MACOSX/_DepthFirstSearchRecursion.py
212 B
~Get Your Files Here !/1. Introduction/__MACOSX/_GeneticAlgorithmElitism.py
212 B
~Get Your Files Here !/1. Introduction/__MACOSX/_GeneticAlgorithmKnapsack.py
212 B
~Get Your Files Here !/1. Introduction/__MACOSX/_GeneticAlgorithmNQueens.py
212 B
~Get Your Files Here !/1. Introduction/__MACOSX/_GeneticAlgorithmSequence.py
212 B
~Get Your Files Here !/1. Introduction/__MACOSX/_MazeBFS.py
212 B
~Get Your Files Here !/1. Introduction/__MACOSX/_MazeProblem.py
212 B
~Get Your Files Here !/1. Introduction/__MACOSX/_ParticleSwarmOptimizationFunction.py
212 B
~Get Your Files Here !/1. Introduction/__MACOSX/_SimulatedAnnealingFunction.py
212 B
~Get Your Files Here !/1. Introduction/__MACOSX/_SimulatedAnnelaingTSP.py
212 B
~Get Your Files Here !/1. Introduction/__MACOSX/_WebCrawler.py
212 B
~Get Your Files Here !/10. Simulated Annealing Implementation - Continuous Functions/1. Simulated annealing implementation I.mp4
20.2 MB
~Get Your Files Here !/10. Simulated Annealing Implementation - Continuous Functions/1. Simulated annealing implementation I.srt
6.3 KB
~Get Your Files Here !/10. Simulated Annealing Implementation - Continuous Functions/2. Simulated annealing implementation II.mp4
51.3 MB
~Get Your Files Here !/10. Simulated Annealing Implementation - Continuous Functions/2. Simulated annealing implementation II.srt
9.4 KB
~Get Your Files Here !/10. Simulated Annealing Implementation - Continuous Functions/3. Simulated annealing implementation III.mp4
44.5 MB
~Get Your Files Here !/10. Simulated Annealing Implementation - Continuous Functions/3. Simulated annealing implementation III.srt
8.6 KB
~Get Your Files Here !/11. Simulated Annealing Implementation - Combinatorial Optimization/1. What is the travelling salesman problem (TSP).mp4
26.1 MB
~Get Your Files Here !/11. Simulated Annealing Implementation - Combinatorial Optimization/1. What is the travelling salesman problem (TSP).srt
9 KB
~Get Your Files Here !/11. Simulated Annealing Implementation - Combinatorial Optimization/2. Travelling salesman problem implementation I.mp4
39.1 MB
~Get Your Files Here !/11. Simulated Annealing Implementation - Combinatorial Optimization/2. Travelling salesman problem implementation I.srt
10.9 KB
~Get Your Files Here !/11. Simulated Annealing Implementation - Combinatorial Optimization/3. Travelling salesman problem implementation II.mp4
42.3 MB
~Get Your Files Here !/11. Simulated Annealing Implementation - Combinatorial Optimization/3. Travelling salesman problem implementation II.srt
8.4 KB
~Get Your Files Here !/11. Simulated Annealing Implementation - Combinatorial Optimization/4. Travelling salesman problem implementation III.mp4
61.2 MB
~Get Your Files Here !/11. Simulated Annealing Implementation - Combinatorial Optimization/4. Travelling salesman problem implementation III.srt
11.5 KB
~Get Your Files Here !/11. Simulated Annealing Implementation - Combinatorial Optimization/5. Travelling salesman problem implementation IV.mp4
25.8 MB
~Get Your Files Here !/11. Simulated Annealing Implementation - Combinatorial Optimization/5. Travelling salesman problem implementation IV.srt
6.3 KB
~Get Your Files Here !/12. Simulated Annealing Implementation - Sudoku/1. What is the Sudoku problem.mp4
27 MB
~Get Your Files Here !/12. Simulated Annealing Implementation - Sudoku/1. What is the Sudoku problem.srt
10.6 KB
~Get Your Files Here !/12. Simulated Annealing Implementation - Sudoku/2. Sudoku problem implementation I.mp4
65 MB
~Get Your Files Here !/12. Simulated Annealing Implementation - Sudoku/2. Sudoku problem implementation I.srt
17.5 KB
~Get Your Files Here !/12. Simulated Annealing Implementation - Sudoku/3. Sudoku problem implementation II.mp4
75.9 MB
~Get Your Files Here !/12. Simulated Annealing Implementation - Sudoku/3. Sudoku problem implementation II.srt
18.9 KB
~Get Your Files Here !/12. Simulated Annealing Implementation - Sudoku/4. Sudoku problem implementation III.mp4
52.3 MB
~Get Your Files Here !/12. Simulated Annealing Implementation - Sudoku/4. Sudoku problem implementation III.srt
9.2 KB
~Get Your Files Here !/12. Simulated Annealing Implementation - Sudoku/5. Sudoku problem implementation IV.mp4
19.8 MB
~Get Your Files Here !/12. Simulated Annealing Implementation - Sudoku/5. Sudoku problem implementation IV.srt
4.1 KB
~Get Your Files Here !/13. Genetic Algorithms/1. Genetic algorithms introduction - basics.mp4
25.4 MB
~Get Your Files Here !/13. Genetic Algorithms/1. Genetic algorithms introduction - basics.srt
8 KB
~Get Your Files Here !/13. Genetic Algorithms/2. Genetic algorithms introduction - chromosomes.mp4
18.9 MB
~Get Your Files Here !/13. Genetic Algorithms/2. Genetic algorithms introduction - chromosomes.srt
6 KB
~Get Your Files Here !/13. Genetic Algorithms/3. Genetic algorithms introduction - crossover.mp4
23.7 MB
~Get Your Files Here !/13. Genetic Algorithms/3. Genetic algorithms introduction - crossover.srt
9.8 KB
~Get Your Files Here !/13. Genetic Algorithms/4. Genetic algorithms introduction - mutation.mp4
20.8 MB
~Get Your Files Here !/13. Genetic Algorithms/4. Genetic algorithms introduction - mutation.srt
8.1 KB
~Get Your Files Here !/13. Genetic Algorithms/5. Genetic algorithms introduction - selection.mp4
17.1 MB
~Get Your Files Here !/13. Genetic Algorithms/5. Genetic algorithms introduction - selection.srt
7.2 KB
~Get Your Files Here !/13. Genetic Algorithms/6. Genetic algorithms introduction - the algorithm.mp4
11.8 MB
~Get Your Files Here !/13. Genetic Algorithms/6. Genetic algorithms introduction - the algorithm.srt
3.9 KB
~Get Your Files Here !/13. Genetic Algorithms/7. What is elitism.mp4
12.3 MB
~Get Your Files Here !/13. Genetic Algorithms/7. What is elitism.srt
5.5 KB
~Get Your Files Here !/13. Genetic Algorithms/8. Advantages and limitations of genetic algorithms.mp4
23.3 MB
~Get Your Files Here !/13. Genetic Algorithms/8. Advantages and limitations of genetic algorithms.srt
8 KB
~Get Your Files Here !/13. Genetic Algorithms/9. Genetic Algorithms Quiz.html
205 B
~Get Your Files Here !/14. Genetic Algorithms Implementation - Simple Example/1. Genetic algorithm implementation I.mp4
34.7 MB
~Get Your Files Here !/14. Genetic Algorithms Implementation - Simple Example/1. Genetic algorithm implementation I.srt
9 KB
~Get Your Files Here !/14. Genetic Algorithms Implementation - Simple Example/2. Genetic algorithm implementation II.mp4
22.5 MB
~Get Your Files Here !/14. Genetic Algorithms Implementation - Simple Example/2. Genetic algorithm implementation II.srt
4.7 KB
~Get Your Files Here !/14. Genetic Algorithms Implementation - Simple Example/3. Genetic algorithm implementation III.mp4
87.3 MB
~Get Your Files Here !/14. Genetic Algorithms Implementation - Simple Example/3. Genetic algorithm implementation III.srt
17.6 KB
~Get Your Files Here !/14. Genetic Algorithms Implementation - Simple Example/4. Genetic algorithm implementation IV.mp4
42.8 MB
~Get Your Files Here !/14. Genetic Algorithms Implementation - Simple Example/4. Genetic algorithm implementation IV.srt
5.9 KB
~Get Your Files Here !/14. Genetic Algorithms Implementation - Simple Example/5. Genetic algorithm implementation V - elitism.mp4
54.4 MB
~Get Your Files Here !/14. Genetic Algorithms Implementation - Simple Example/5. Genetic algorithm implementation V - elitism.srt
8.2 KB
~Get Your Files Here !/15. Genetic Algorithms Implementation - Constraint Satisfaction Problems/1. What is the N-queens problem.mp4
29.1 MB
~Get Your Files Here !/15. Genetic Algorithms Implementation - Constraint Satisfaction Problems/1. What is the N-queens problem.srt
10.9 KB
~Get Your Files Here !/15. Genetic Algorithms Implementation - Constraint Satisfaction Problems/2. N queens problem implementation I.mp4
22.8 MB
~Get Your Files Here !/15. Genetic Algorithms Implementation - Constraint Satisfaction Problems/2. N queens problem implementation I.srt
6.3 KB
~Get Your Files Here !/15. Genetic Algorithms Implementation - Constraint Satisfaction Problems/3. N queens problem implementation II.mp4
59.6 MB
~Get Your Files Here !/15. Genetic Algorithms Implementation - Constraint Satisfaction Problems/3. N queens problem implementation II.srt
15 KB
~Get Your Files Here !/16. Challenge #3 - Knapsack Problem/1. Course challenge #3 - knapsack problem overview.html
433 B
~Get Your Files Here !/16. Challenge #3 - Knapsack Problem/2. What is the knapsack problem.mp4
21.3 MB
~Get Your Files Here !/16. Challenge #3 - Knapsack Problem/2. What is the knapsack problem.srt
8.1 KB
~Get Your Files Here !/16. Challenge #3 - Knapsack Problem/3. Knapsack problem implementation.mp4
96.8 MB
~Get Your Files Here !/16. Challenge #3 - Knapsack Problem/3. Knapsack problem implementation.srt
