What is #human-in-the-loop for Machine Learning?
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Computers are incredibly fast, accurate and stupid; humans are incredibly slow, inaccurate and brilliant; together they are powerful beyond imagination hence the concept human-in-the-Loop.Given that there have been huge advances in the development and accuracy of machine-driven systems, they still tend to fall short of the desired accuracy rates. This is the philosophy behind the concept of Human-in-the-Loop for Machine Learning.Human-in-the-Loop (HITL)This concept leverages both human and machine intelligence to create machine learning models. In this approach, humans are directly involved in training, tuning and testing data for a particular ML algorithm.The intention being, to use a trained crowd or general human population to correct inaccuracies in machine predictions thereby (...)