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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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How Digital Image is formed? ~xRay Pixy

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Digital Image is Made up of Pixels. Pixel is the Smallest Element of an Image. A digital image is composed of a finite number of elements, each element has a particular location and value. The digital image is a 2-dimensional function. It is represented by f(x,y). Where x,y is the plane coordinates, and f is the amplitude that is the brightness of the image. The sensor is used to sense the object structure and a continuous voltage signal is generated. In order to create a digital image, we need to convert data into digital form. For this Sampling and Quantization is done. Sampling is digitizing the coordinate value. Quantization is analog to digital conversion of a sampled image to a finite number of gray level. The process of digital image formation is shown in this video. https://youtu.be/pNl-yhlp5bo
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What would God think of artificial intelligence?

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We humans, are created by God. God will smile and feel proud that my creation (God Creation -Human) creating Artificial Humans (that is Robots). we created machines first, and now we are working on its intelligence (using artificial intelligence). We are trying to create machines/robots as intelligent as humans. The only risk is that if we humans lose control over robots/machines situation will be out of control. 
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