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Markov Chains || Step-By-Step || ~xRay Pixy

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Learn Markov Chains step-by-step using real-life examples. Video Chapters: Markov Chains 00:00 Introduction 00:19 Topics Covered 01:49 Markov Chains Applications 02:04 Markov Property 03:18 Example 1 03:54 States, State Space, Transition Probabilities 06:17 Transition Matrix 08:17 Example 02 09:17 Example 03 10:26 Example 04 12:25 Example 05 14:16 Example 06 16:49 Example 07 18:11 Example 08 24:56 Conclusion

Marine Robotics and Metaheuristics || Deep Exploration || ~xRay Pixy

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Learn the role of Metaheuristics in Advanced Solutions in Marine Robotics. Video Chapters: Marine Robotics 00:00 Introduction 00:25 Marine Robots 02:11 Marine Robotics Applications   04:14 Marine Robotics Technologies 05:46 Marine Robotics Challenges 06:21 Marine Robotics Algorithms 10:30 Metaheuristic Algorithms in Marine Robotic 13:09 Conclusion 

How to Create Objective Function for Real-Life Problems || PART 08 || ~x...

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Learn how to create an Objective Function for any real-life optimization problem. 00:00 Introduction 00:25 STEPS 02:41 Numerical Example 06:19 Objective Function Verification 07:48 Graphical Representation  08:31 Conclusion

Hyperparameter Optimization || Numerical Example Using PSO || PART 2 ||...

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Learn how to optimize hyperparameters using PSO. Video Chapters: Hyperparameter Optimization 00:00 Introduction 01:30 Problem 02:15 Hyperparameters 03:24 Problem Setup 04:15 Numerical Example Step-By-Step 12:00 Conclusion

Hyperparameter Optimization || Deep Learning + PSO || Hybrid Approach

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Learn how to Optimize Hyperparameters in Deep Learning Using Particle Swarm Optimization (PSO) Video Chapters: Deep Learning + Particle Swarm Optimization 00:00 Introduction 00:59 Deep Learning 03:05 ANN Example 06:55 Deep Learning Applications 07:55 How to use Deep Learning 10:55 Deep Learning Tools 11:15 Hyperparameter Optimization Example 14:04 Hyperparameter 14:22 Conclusion 

Intelligent Traffic Management Using || AI & Metaheuristics || ~xRay Pixy

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Hybrid Artificial Intelligence and Metaheuristics for Smart City TRafci Management Problem Video Chapters: 00:00 Introduction 00:40 Smart Cities 01:14 Traditional Methods for Traffic Management 02:12 Hybrid Approach AI and Metaheuristics 02:47 STEPS for Hybrid  Traffic Management System 08:40 Advantages of Smart Traffic Management System 09:33 Conclusion

Hybrid Approaches - Artificial Intelligence and Metaheuristic Algorithm ...

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Learn Artificial Intelligence and Metaheuristic Algorithm Real Life Applications Video Chapters: AI and Metaheuristics  00:00 Introduction 00:55 Metaheuristics 01:49 Artificial Intelligence 03:11 AI and Metaheuristics Collaboration 05:21 Robot Path Planning EXAMPLE 1 09:51 Route Optimization EXAMPLE 2 12:10 Outro

Multi-Objective Particle Swarm Optimization || Numerical Example || Step...

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Learn Multi-Objective Particle Swarm Optimization Step-By-Step. Video Chapters: Multi-Objective PSO 00:00 Introduction 00:46 Multi-Objective Optimization 02:55 MOO Applications 04:00 Example 1 Multi-Objective Optimization Problem 07:26 Example 2 Multi-Objective Optimization Problem 08:25 Methods for Multi-Objective Optimization 09:50 Multi-Objective Particle Swarm Optimization 12:00 Example 3 Multi-Objective Optimization Problem 17:58 STEPS for Multi-Objective Particle Swarm Optimization 21:55 Conclusion 

Capuchin Search Algorithm || Step-By-Step || with Example ~xRay Pixy

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Learn the Capuchin Search Algorithm Step-By-Step with Example 00:00 Introduction 01:04 About Capuchin 02:57 Leader 04:46 Capuchin Movements 05:42 Capuchin Strategies  07:37 Capuchin Search Algorithm Steps 23:55 Conclusion

Firefly Algorithm In Python || Step-By-Step || ~xRay Pixy

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Learn how to implement the Firefly Algorithm in Python. Video Chapters: FA in Python 00:00 Introduction 00:22 FA Steps 01:09 FA Using Python Code 14:48 Result

Cuckoo Search Using Python Code || Step-By-Step || ~xRay Pixy

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Learn Cuckoo Search via Levy Flights in Python Step-By-Step Video Chapters: CS in Python 00:00 Introduction 03:44 Objective Function 04:12 Population Initialization 05:58 Apply Cuckoo Search Algorithm 07:54 CS Main Loop Start  15:14 Result

Prairie Dog Optimization Algorithm || Step-By-Step || ~xRay Pixy

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Learn Prairie Dog Optimization (PDO) Algorithm Step-By-Step with Example Video Chapters: PDO Algorithm 00:00 Introduction 00:30 PDO Inspiration 01:19 PDO Benefits 02:07 About Prairie Dogs 03:34 PDO Process 04:15 PSO Mathematical Models 05:56 4 Time Periods in PDO 06:31 PDO Steps 13:43 Levy Distribution 17:43 Conclusion 18:09 Outro  

Levy Flight Numerical Example || Step-By-Step || ~xRay Pixy

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Learn Levy Flight Calculation using Numerical examples Step-By-Step. Video Chapters: Levy's Flight Calculation 00:00 Introduction 01:21 Levy Flight Equations 01:53 Levy Flight Applications 02:22 Step Length Equation 03:35 Numerical Example for Levy Flight Calculation 08:20 Conclusion  09:07 Outro

Cheetah Optimizer || STEP-BY-STEP || ~xRay Pixy

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Learn the Cheetah Optimization Algorithm Step-By-Step with examples. Video Chapters: Cheeta Optimizer 00:00 Introduction 01:11 Topics Covered 02:00 About Cheetah  03:20 Cheetah Hunting Strategies 06:51 Cheeta Optimizer Step-By-Step 15:51 Mathematical Models 16:16 Search Mode 17:41 Attack Mode 18:36 Sit-And-Wait Mode 19:38 Outro

Feature Selection using Particle Swarm Optimization ~xRay Pixy

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Learn Feature Selection Using Particle Swarm Optimization Step-By-Step. Video Chapters: FS using PSO 00:00 Introduction 00:24 Feature Selection Methods 01:11 Intelligent Feature Selection Techniques 02:46 Feature Selection Phases 03:34 Feature Selection using PSO 06:37 Mathematical Example 10:41 Conclusion Feature Selection using Any Metaheuristic 13:28 Outro

What is Fitness Value in Optimization? || Metaheuristic Optimization Alg...

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What is Fitness Value in Optimization Algorithms?  Video Chapters: Fitness Values in Optimization 00:00 Introduction 00:56 Algorithms Inspiration 03:05 Metaheuristic Algorithms 03:30 Metaheuristic Algorithms Steps 04:44 Calculate Fitness Values 07:45 Example 1 Find the Maxima of a Given Function using a Genetic Algorithm 11:09 Example 2 Find Maxima of Given Function using Genetic Algorithm 13:37 Outro
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