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I have a 3 class classification problem. Detection of one of classes is very important. How to design the problem? one class classification or ...?

When one class is more important than the others, you can simply use a higher sample weight for those and use normal three-class predictor. Alternatively you can bias the network to a desired ...
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Pattern recognition for live stream Time serie

There are a number of possibilities you can consider: simple classification Following what you have suggested as your problem definition, you can train a model for those labels, given a hisotry of ...
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ML model to predict timeouts

For the time series i am using mostly deep learning(like LSTM).If you decide to try this be carefull ,because this type of ML have issues with overfitting. example of LSTM https://...
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How can I vectorize fictional single word (not sentence!) for classification?

After more excessive search I have found the description of Phonetic Matching algorithm by Alexander Beider and Stephen Morse which basically does what I need to do on filtering
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