Download or read book Cycle World Magazine written by and published by . This book was released on 2004-01 with total page 1718 pages. Available in PDF, EPUB and Kindle. Book excerpt:
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Download or read book International Justice and the Third World written by Robin Attfield and published by Routledge. This book was released on 2005-09-29 with total page 209 pages. Available in PDF, EPUB and Kindle. Book excerpt: International Justice and the Third World vindicates belief in global or universal justice, and explores both liberal and Marxist grounds for such belief. It also investigates the presuppositions of belief in development, and relates it to sustainability, to environmentalism, and to the obligation to cancel Third World debt.
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Download or read book Machine Learning written by Andreas Lindholm and published by Cambridge University Press. This book was released on 2022-03-31 with total page 351 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book introduces machine learning for readers with some background in basic linear algebra, statistics, probability, and programming. In a coherent statistical framework it covers a selection of supervised machine learning methods, from the most fundamental (k-NN, decision trees, linear and logistic regression) to more advanced methods (deep neural networks, support vector machines, Gaussian processes, random forests and boosting), plus commonly-used unsupervised methods (generative modeling, k-means, PCA, autoencoders and generative adversarial networks). Careful explanations and pseudo-code are presented for all methods. The authors maintain a focus on the fundamentals by drawing connections between methods and discussing general concepts such as loss functions, maximum likelihood, the bias-variance decomposition, ensemble averaging, kernels and the Bayesian approach along with generally useful tools such as regularization, cross validation, evaluation metrics and optimization methods. The final chapters offer practical advice for solving real-world supervised machine learning problems and on ethical aspects of modern machine learning.
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