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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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Cuckoo Search Algorithm By Levy's Flight

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Q. What is the Cuckoo Search Algorithm? A. Cuckoo Search  Algorithm is a Meta-Heuristic Algorithm. Cuckoo Search  Algorithm is inspired by some Cuckoo species laying their eggs in the nest of other species birds. In this algorithm, we have 2 birds Species: Cuckoo birds and Host Birds (i.e., Other Species Bird). Cuckoo bird lay its eggs in the nest of other species birds. This increase their survival and productivity. Q. What happened if Host Bird Discovered Cuckoo Egg?  A.  If Host Bird Discovered Cuckoo Bird Eggs:         1.) The host bird can throw the egg away.         2.) Abandon the nest and build a completely new nest. Mathematically, Each egg represent a solution and it is stored in the host bird nest. In this algorithm Artificial Cuckoo Birds are used. Artificial Cuckoo can lay one egg at a time. We will replace New and better solutions with less fit solutions. It means eggs that are more similar to host bird...
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