03036nam 22005055 450 991088609960332120240831130242.03-662-69426-310.1007/978-3-662-69426-8(CKB)34605007500041(MiAaPQ)EBC31629011(Au-PeEL)EBL31629011(DE-He213)978-3-662-69426-8(EXLCZ)993460500750004120240831d2024 u| 0engur|||||||||||txtrdacontentcrdamediacrrdacarrierMathematical Introduction to Data Science /by Sven A. Wegner1st ed. 2024.Berlin, Heidelberg :Springer Berlin Heidelberg :Imprint: Springer,2024.1 online resource (301 pages)3-662-69425-5 Preface -- 1 What is Data (Science)? -- 2 Affine Linear, Polynomial and Logistic Regression -- 3 k-nearest Neighbors -- 4 Clustering -- 5 Graph Clustering -- 6 Best-Fit Subspaces -- 7 Singular Value Decomposition -- 8 Curse and Blessing of High Dimensionality -- 9 Concentration of Measure -- 10 Gaussian Random Vectors in High Dimensions -- 11 Dimensionality Reduction à la Johnson-Lindenstrauss -- 12 Separation and Fitting of HIgh-Dimensional Gaussians -- 13 Perceptron -- 14 Support Vector Machines -- 15 Kernel Method -- 16 Neural Networks -- 17 Gradient Descent for Convex Functions -- Appendix: Selected Results of Probability Theory -- Bibliography -- Index.This textbook is intended for students of mathematics who have completed the foundational courses of their undergraduate studies and now want to specialize in Data Science and Machine Learning. It introduces the reader to the most important topics in the latter areas focusing on rigorous proofs and a systematic understanding of the underlying ideas. The textbook comes with 121 classroom-tested exercises. Topics covered include k-nearest neighbors, linear and logistic regression, clustering, best-fit subspaces, principal component analysis, dimensionality reduction, collaborative filtering, perceptron, support vector machines, the kernel method, gradient descent and neural networks. The author Sven A. Wegner earned his PhD in Functional Analysis in 2010. After several international academic positions, he is currently affiliated with the University of Hamburg (Germany).Quantitative researchArtificial intelligenceData processingData Analysis and Big DataData ScienceQuantitative research.Artificial intelligenceData processing.Data Analysis and Big Data.Data Science.001.422005.7Wegner Sven A1771320MiAaPQMiAaPQMiAaPQBOOK9910886099603321Mathematical Introduction to Data Science4258027UNINA