To estimate the reagent dosage and improve recovery in any flotation process, it is possible to apply the Regression Decision Tree Algorithm by Supervised Learning, since it is a simple way of representation to find homogeneous groups according to a certain response variable. In that sense, you are not the one who decides which algorithm to use, but it is the data that determines the algorithm that produces the results based on the existing data. Therefore, each process is different, where we have some data to analyze and a deep exploration of that data is required. The algorithms used depend largely on the type of data being analyzed and the result we are trying to predict or analyze. In other words, Machine Learning focuses on looking for patterns in order to make predictions. +zXi, to another where an algorithm is trained. So, it is important to understand that we are changing from a paradigm F(Xi) = C+aXi + bXi +. One involves thinking that: “We're not sure if this is really going to work” and the other that “it is going to work perfectly.” We must keep in mind that the world of Machine Learning is probabilistic, not deterministic. MINERÍA la mejor puerta de acceso al sector minero MINERÍA / JUNIO 2022 / EDICIÓN 537 7 Abstract The greatest value a company can obtain by using data mining or using deeper information analysis is related to predicting certain scenarios with greater accuracy, but one of the most common mistakes for organizations that contemplate implementing Machine Learning or Data Mining, has to do with two extremes.
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