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Adaptive learning, also known as adaptive teaching, is an educational method which uses computer algorithms as well as artificial intelligence to orchestrate the interaction with the learner and deliver customized resources and learning activities to address the unique needs of each learner. [1]
Presence of interactions and non-linearities. If each of the features makes an independent contribution to the output, then algorithms based on linear functions (e.g., linear regression , logistic regression , support-vector machines , naive Bayes ) and distance functions (e.g., nearest neighbor methods, support-vector machines with Gaussian ...
Such a model is a log-odds or logistic model. Generalized linear models cover all these situations by allowing for response variables that have arbitrary distributions (rather than simply normal distributions ), and for an arbitrary function of the response variable (the link function ) to vary linearly with the predictors (rather than assuming ...