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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...

Vitamin B12 Deficiency: Symptoms, and Foods for Vegetarians

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 Vitamin B12 - Health Care  Vitamin B12 Deficiency Symptoms  Pale Skin  Weakness  Dizziness  Depression  Vision Loss / Blurred Vision  Memory Loss  Depression  Mental Issues  Confusion  Gas  Short of breath  Constipation  Diarrhea  Loss of Appetite  Behavior Change Vitamin b12 foods For Vegetarians Vitamin B12 Rich Fruits Apple Mango Orange Banana Blueberries Beetroots Vitamin B12 Rich Dry Fruits Nuts Almonds Peanuts Dates Walnuts Hazelnuts Pistachios Macadamia Nuts Cashews Apricots Popcorn Vitamin B12 Rich Vegitables  Potato Fermented Soybeans Alfa Alfa Mushrooms Vitamin B12 Rich Dairy Products Milk Butter Cheese Yogurt ---------------------------------- -HEALTH IS WEALTH- -----------------------------------------------------------
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