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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

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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