Video Link Multi-Block Local Binary Pattern || Calculate LBP Corner Pixel Values || https://youtu.be/o8qfJWQ_FG0 Local Binary Patterns (LBP) is a simple and efficient technique used in image processing to describe the texture or patterns within an image. LBP is widely used for applications like face recognition and texture classification since it is easy to compute and very effective at capturing the texture in photos. Step How LBP WORKS: For each pixel in the image, LBP looks at the pixel’s neighbors, typically the 8 pixels surrounding it in a 3x3 grid. LBP compares each of these neighboring pixels with the center pixel. If the neighboring pixel has a value greater than or equal to the center pixel, it's marked as 1; otherwise, it's marked as 0. This comparison forms a binary number for the pixel. The binary number is then converted into a decimal value. This value represents the texture pattern at that pixel. By doing this for every pixel in the image, LBP creates a new
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Hyperparameter Optimization || Numerical Example Using PSO || PART 2 ||...
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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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Firefly Algorithm In Python || Step-By-Step || ~xRay Pixy
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Cuckoo Search Using Python Code || Step-By-Step || ~xRay Pixy
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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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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
What is Swarm Intelligence ? || ACO | PSO | ABC || ~xRay Pixy
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Learn What is Swarm Intelligence? Video Chapters: Swarm Intelligence 00:00 Introduction 01:01 Swarm Intelligence Features 01:42 Swarm Intelligence Algorithms 02:17 Swarm Intelligence Example 01 05:49 Swarm Intelligence Example 02 17:23 Swarm Intelligence Real Life Applications 08:37 Swarm Intelligence Example 03 11:03 Swarm Intelligence Advantages 12:26 Outro
Struggling with Research? Let's Make It Easy ~xRay Pixy
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Are you "Struggling with Research? Let's Make It Simple!" Video Chapters: 00:00 Introduction 00:57 Choose Research Area 01:57 Clarify Research Goals 03:58 Ask For Guidance from Mentor 04:37 Time Management 05:10 Learn Research Skills 06:09 Stay Organized 06:55 Learn New Concepts 07:09 Ask for Feedback 07:30 Maintain Ethical Standards 08:05 Review Existing Work 08:24 Define Research Objectives 08:41 Formulation 08:19 Data Collection 09:50 Analyze Results 10:06 Write Research Paper 10:23 Thesis Writing 10:37 Review Research Work 10:52 Presentation Time 11:16 Publish Your Research Work 11:27 Tools for Research Work 14:11 Outro