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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 

Donkey and Smuggler Optimization Algorithm || STEP-BY-STEP || ~xRay Pixy

Donkey and Smuggler Optimization Algorithm


Learn Donkey and Smuggler Optimization Algorithm Step-By-Step with Examples
Video Chapters:
Introduction: 00:00
Donkey's Behavior: 02:02
Donkey Mode: 04:20
Donkey and Smuggler Optimization Algorithm: 06:49
Smuggler Mode: 08:02
Donkey and Smuggler Optimization Algorithm STEPS: 11:54
Donkey and Smuggler Optimization Algorithm FLOWCHART: 15:39
Conclusion: 16:24
About Donkey and Smuggler Optimization Algorithm: - Introduced in 2019 by Ahmed S Shamsaldin et. al. - Nature Inspired Population-Based Metaheuristic Optimization Algorithm. - Used to Solve Complex Optimization Problems. - Implemented to solve Real Life Optimization Problems such as Travelling Salesman Problem (TSP) Routing Problems
    Ambulance Routing

Donkey and Smuggler Optimization Algorithm MODES:
  • Smuggler Mode [Non-Adaptive]
  • Donkey Mode [Adapative]
Donkey and Smuggler Optimization Algorithm STEPS:
  1. Initialize algorithm parameters i.e., Population Size, Dimensions, and Maximum Iterations.
  2. Initialize the agent's position in the search space.
  3. Calculate Fitness values for agents.
  4. Choose the best solution among all and send the donkey.
  5. Reevaluate the vest solution's fitness value. Check if it is a better solution or not.
  6. If the Current Solution is NOT GOOD:
RUN: Re-evaluate the Population Fitness and update the best solution.
FACE and Suicide: Choose the second-best solution as the best solution.
FACE and Support: Use the second-best solution to support the best solution.


Video Chapters: Introduction: 00:00 Donkey's Behavior: 02:02 Donkey Mode: 04:20 Donkey and Smuggler Optimization Algorithm: 06:49 Smuggler Mode: 08:02 Donkey and Smuggler Optimization Algorithm STEPS: 11:54 Donkey and Smuggler Optimization Algorithm FLOWCHART: 15:39 Conclusion: 16:24

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