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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

BAT ALGORITHM || PYTHON CODE || ~xRay Pixy

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Learn Bat Algorithm Implementation in Python. Video Chapters: Bat Algorithm 00:00 Introduction 00:42 Bat Algorithm Key Concepts 01:58 Bat Algorithm Pseudocode 02:35 Objective Function 02:49 Parameters 03:09 Python Code 06:30 BA Main Loop Start 12:30 Result The Bat Algorithm is a nature-inspired optimization algorithm developed by Xin-She Yang in 2010. It is based on the echolocation behavior of bats. Bats use echolocation to detect prey, avoid obstacles, and navigate in the dark. The algorithm simulates this behavior to find optimal solutions in complex optimization problems. Applications: The Bat Algorithm has been used in various fields, including engineering design, image processing, data mining, and robotics, for solving complex optimization problems. PYTHON CODE: import numpy as np # Define the objective function  def objective_function(x):     return np.sum(x**2) # Initialize the bat population def initialize_bats(n_bats, dim, lower_bound, upper_bound, f_min, f_max, A0, r0):  

Deep Learning in Robotics || Smart Robotics || ~xRay Pixy

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Learn the role of deep learning in robotics. Video Chapters: Smart Robots 00:00 Introduction 00:42 Why Optimization? 03:47 Deep Learning  04:28 Role of Deep Learning in Robotics 07:03 How Deep Learning Applied in Robotics 09:58 Example Mobile Robot 14:33 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
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