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Hidden Markov Model (HMM)

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Hidden Markov Model (HMM)  VIDEO LINK:  https://youtu.be/YIGCWNG8BIA A Hidden Markov Model (HMM) is a statistical model in which the system has hidden states that cannot be directly observed, but produce observable outputs. It is based on the Markov property, meaning the next state depends only on the current state. Video Chapters: HMM in Artificial Intelligence 00:00 Introduction 00:31 Statistical Model 00:54 HMM Examples 02:30 HMM 03:10 HMM Components 05:23 Viterbi Algorithm 06:23 HMM Applications 06:38 HMM Problems 07:28 HMM in Handwriting Recognition 11:20 Conclusion  HMM COMPONENTS A Hidden Markov Model (HMM) is a statistical model in which the system has hidden states that cannot be directly observed, but produce observable outputs. It is based on the Markov property, meaning the next state depends only on the current state. An HMM consists of states, observations, transition probabilities, emission probabilities, and initial probabilities. It is commonly used in a...
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Archimedes Optimization Algorithm Step-by-Step ~xRay Pixy

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ARCHIMEDES OPTIMIZATION ALGORITHM VIDEO LINK: CLICK HERE... VIDEO CHAPTERS Introduction: 00:00 Archimedes Principle: 01:19 Archimedes Optimization Algorithm Idea: 07:07 Archimedes Optimization Algorithm Steps: 08:08 Archimedes Optimization Algorithm Mathematical Models: 11:32 Conclusion: 20 :12 Learn Archimedes Optimization Algorithm Step-by-Step with Example. Archimedes Optimization Algorithm Inspiration: Popular Physics Law (Archimedes Principle). - Used to Solve Complex Numerical Optimization Problems. - Used to solve Engineering Design Optimization Problems. Archimedes Principle : According to Archimedes Principle when a body is immersed wholly or partially in a fluid it loses its weight which is equal to the weight of the liquid displaced by the body. KEY TERMS Fluid: The Substance that flows under the action of applied forces. The fluid does not have its own shape. Pressure: It is a normal force acting on a unit surface area of the liquid. It is Force / Area. Density: Mas...
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Artificial Ecosystem Based Optimization Algorithm Step-by-Step ~xRay Pixy

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Artificial Ecosystem Based Optimization Algorithm Video Link :  https://youtu.be/rbaxNqu7bdM Learn Artificial Ecosystem-based Optimization (AEO) Algorithm Step-by-Step with Example. - Algorithm Type: Nature Inspired Population-Based Metaheuristic Optimization - Used to solve Optimization Problems, Real life Engineering Design Optimization Problems - Provide best results when tested on different benchmark functions. - Outperforms other metaheuristics performance. Video Chapters: Introduction: 00:00 Algorithm Introduction: 01:06 The Ecosystem on Earth: 02:01 Food Chain: 06:28 Artificial Ecosystem-based Optimization Algorithm: 08:27 Artificial Ecosystem-based Optimization Algorithm Steps: 10:41 Mathematical Models: 12:12 Decomposition Process: 19:15 Conclusion: 22:29 An ecosystem is also known as Ecological System. Ecosystem components are Abiotic and Biotic. Abiotic components are non-living parts of the Ecosystem like Rock, water, air, etc. Biotic components are living parts...
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Horse Herd Optimization Algorithm | Step-By-Step | ~xRay Pixy

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Horse Herd Optimization Algorithm Learn the Horse herd optimization Algorithm (HOA) Step-by-Step. - Nature Inspired Metaheuristic Optimization Algorithm - Inspired by Horse Herd Behavior. - A large number of Controlling Parameters are Used. - Used to Solve Higher Dimensional Optimization Problems in real life. Video Chapters: Introduction: 00:00 Horse Herd Optimization Algorithm: 00:39 Horse Age Classification: 02:31 Horse Behavior: 04:28 Horse Position Update: 06:21 Horse Velocity Vectors: 08:26 Horse Grazing Vector: 09:28 Horse Hierarchy Vector: 10:38 Horse Sociability Vector: 11:45 Horse Imitation Vector: 12:30 Horse Defense Meachnism: 13:05 Horse Herd Optimization Algorithm Step: 15:06 Horse Velocity Vectors: 15:23 Horse Herd Optimization Algorithm Flowchart: 18:18 Conclusion: 19:00 A horse herd optimization algorithm is introduced in 2021. It is the nature-inspired population-based metaheuristic optimization algorithm that is basically inspired by the horse herdin...
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