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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...

Vehicle Routing Problem (VRP) ~xRay Pixy

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V ehicle R outing P roblem Learn Vehicle Routing Problems Step-By-Step using Examples. Video Chapters: Vehicle Routing Problem (VRP) 00:00 Introduction 00:18 VRP Example 00:52 VRP Variants 02:43 VRP Objective 03:20 VRP Component 06:06 VRP Graph Representation 05:13 VRP Challenge 05:51 TSP vs VRP 07:17 VRP Real-Life Situations 07:38 VRP Solving Rules 08:57 VRP Method 09:16 Metaheuristics for VRP 10:16 VRP Application Areas 10:24 Metaheuristics to solve VRP 11:39 Conclusion VEHICLE ROUTING PROBLEM  is a fundamental combinatorial optimization and integer programming problem in the fields of transportation, logistics, and operations research. It involves determining the most efficient routes for a fleet of vehicles to traverse in order to deliver goods or services to a set of customers, subject to various constraints. Objective: Minimize the Total Route Cost. While satisfying all Co Capacity Constraint Time Window Constraints VRP Basic Components Depot: The starting and ending point f...
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