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Forecast of the next seventh day temperature using SVR, Ridge, Lasso, Shallow Neural Networks and Convolutional Neural Networks models. In addition, Bayesian optimization was used to search for the best hyperparameters. Exercise valid for the approval of the course Fundamentals of Analytics 2 of the Master in Data Science - ICESI.