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Avascular Necrosis (AVN) || Early Detection, Better Outcomes || ~xRay Pixy

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Avascular Necrosis (AVN) is a condition where blood flow to the bone is reduced, causing bone cells to die. This leads to pain, joint damage, and difficulty in movement, especially in the hip. Early diagnosis and proper treatment can prevent permanent bone damage and improve quality of life. Video Chapter: AVN 00:00 Introduction 00:45 What is AVN? 01:55 About Bone Tissue 02:49 AVN Causes 03:38 AVN Symptoms 04:11 AVN Diagnosis 04:56 AVN of femoral head 05:33 How AVN Develops 07:28 Conclusions #optimization #algorithm #metaheuristic #robotics #deeplearning #ArtificialIntelligence #MachineLearning #computervision #research #projects #thesis #Python #optimizationproblem #optimizationalgorithms 

Fitness Values Calculation in Metaheuristics | Krill Herd Optimizer |

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Video Chapters: Krill Herd Optimization Algorithm Introduction: 00:00 KHO Parameters: 00:51 Krill's Position Initialization: 01:51 Objective Function Calculation: 03:52 Conclusion: 05:22 Learn How to Calculate Objective Function values for Metaheuristic Optimization Algorithm. Objective Function is also known as Cost Function, Fitness function, or Evaluation Function. Krill herd Optimization Algorithm Introduction, Numerical Examples: https://www.youtube.com/playlist?list=PLVLAu9B7VtkYR8GkHtTHV83AlR0WjGCfi Initialize the position for search agents randomly in the search space using this equation: Agent's Position in the Search Space : Using any Objective Function to calculate fitness values for each agent: Sphere Function is used here Fitness Values for each agent: Fitness(1) = 4.11424

Metaheuristics Search Space Design and Standard Testing Functions ~xRay ...

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Metaheuristics Search Space Design and Standard Testing Functions Video Chapters: Introduction: 00:00 Metaheuristics Testing Functions: 01:05 Metaheuristics Search Space: 05:40 Conclusion: 10:00 Metaheuristics Standard Benchmark Functions for Testing - Unimodel Test Functions - Multimodel Test Functions - Fixed Dimensions Test Functions - Hybrid Test Functions - Composition Test Functions Metaheuristics Search Space Design - Search Space - Search Space Bounds Metaheuristic Search Space Design and Meta-heuristic testing functions: Different testing functions that we can use for the comparison between different metaheuristic algorithms and we can analyze algorithm Performance, Stability, Convergence Speed, Accuracy, Efficiency and other. Unimodal test functions are used to check algorithm convergence property and Exploitation capability and the fitness curve in the unimodal test function is used to check the algorithm convergence speed. Multimodal test functions are used to chec...

Metaheuristics Performance Comparison | PSO vs JAYA Algorithm | ~xRay Pixy

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Metaheuristics Performance Comparison Comparison of the Metaheuristic Algorithms Performances Video Chapters: Introduction: 00:00 Metaheuristic Algorithms Applications: 01:41 Metaheuristics Comparision: 02:43 Testing Parameters: 06:16 Testing Output: 07:24 Optimal Values: 09:00 Computation Time: 12:00 Conclusion: 13:20 Questions Answered in this Video: Which is the best metaheuristic algorithm? Learn how to Compare Metaheuristic Optimization Algorithms Performance using the Standard Test Functions. Standard Test Functions used for Testing: - Unimodel Test Functions - Multi-Model Test Functions Metaheuristics Algorithms used for Comparision: - Particle Swarm Optimization (PSO) Algorithm - Jaya Optimization Algorithm (JOA) Testing Output is checked based on: - Optimal Value - Computation Time Using these test functions we will analyze the algorithm's Stability, Convergence Speed, and Accuracy. The comparison between the two metaheuristics is done using the standard test functi...

Vitamin B12 Deficiency: Symptoms, and Foods for Vegetarians

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 Vitamin B12 - Health Care  Vitamin B12 Deficiency Symptoms  Pale Skin  Weakness  Dizziness  Depression  Vision Loss / Blurred Vision  Memory Loss  Depression  Mental Issues  Confusion  Gas  Short of breath  Constipation  Diarrhea  Loss of Appetite  Behavior Change Vitamin b12 foods For Vegetarians Vitamin B12 Rich Fruits Apple Mango Orange Banana Blueberries Beetroots Vitamin B12 Rich Dry Fruits Nuts Almonds Peanuts Dates Walnuts Hazelnuts Pistachios Macadamia Nuts Cashews Apricots Popcorn Vitamin B12 Rich Vegitables  Potato Fermented Soybeans Alfa Alfa Mushrooms Vitamin B12 Rich Dairy Products Milk Butter Cheese Yogurt ---------------------------------- -HEALTH IS WEALTH- -----------------------------------------------------------
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