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...Lecture slides for matrix calculus winter alan edelman steven johnson am pm mwf lectures january virtual short break around noon two homeworks released wednesday due following on canvas credits linear algebra such as assumed some demos and hw may use no experience though most linalg classes at mit a little julia already where does fit in scalar or single variable vector multivariable perhaps an ideal world might go higher dimensional arrays e g size programming language do not implement this fully why now the last decade role of has taken larger importance lots areas including machine learning statistics engineering etc warning googling only give small view full range mathematics that we hope to cover example what is derivative x when square should it be s about quite applications buzzwords parameter optimization stochastic gradient descent autodiff backpropagation university tubingen all rights reserved content excluded from our creative commons license more information see https ocw ...