Titlebook: Numerical Python; A Practical Techniqu Robert Johansson Book 20151st edition Robert Johansson 2015 Python.numerical.NumPy.SciPy.computation

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Partial Differential Equations,erivatives in the equation are . derivatives. As such they are generalizations of ordinary differentials equations, which were covered in .. Conceptually, the difference between ordinary and partial differential equations is not that big, but the computational techniques required to deal with ODEs a

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Statistics,s, medicine, and other fields where data is used for obtaining knowledge and making decisions. With the recent proliferation of data analytics there has been a surge of renewed interest in statistical methods. Still, computer-aided statistics has a long history, and it is a field that traditionally

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Statistical Modeling, and explore statistical modeling, which deals with creating models that attempt to explain data. A model can have one or several parameters, and we can use a fitting procedure to find the values of the parameter that best explains the observed data. Once a model has been fitted to data, it can be u

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Machine Learning,eal with using data to describe and predict outcomes of uncertain or unknown processes. However, while statistical modeling emphasizes the model used in the analysis, machine learning side steps the model part and focuses on algorithms that can be trained to predict the outcome of new observations.

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Bayesian Statistics,yesian statistics, in contrast to the frequentist’s statistics that we used in . and ., treat probability as a degree of belief rather than as a measure of proportions of observed outcomes. This different point of view gives rise to distinct statistical methods that can be used in problem solving. W

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Data Input and Output,stently store results. Getting data in and out of programs is consequently a key step in the computational workflow. There are many standardized formats for storing structured and unstructured data. The benefits of using standardized formats are obvious: you can use existing libraries for reading an

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Robert Johanssonprovide an outline of both the topological theory and the uniform theory, with an emphasis on the relation between the two. Although I hope that the prospective specialist may find it useful as an introduction it is the non-specialist I have had more in mind in selecting the contents. Thus I have te