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 ...
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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.
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Add this copy of Mathematical Introduction to Data Science to cart. $91.87, new condition, Sold by Media Smart rated 4.0 out of 5 stars, ships from Hawthorne, CA, UNITED STATES, published 2024 by Springer-Verlag Berlin and Heidelberg GmbH & Co. K.
Edition:
2024, Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Add this copy of Mathematical Introduction to Data Science to cart. $105.82, new condition, Sold by discount_scientific_books rated 5.0 out of 5 stars, ships from Sterling Heights, MI, UNITED STATES, published 2024 by Springer-Verlag Berlin and Heidelberg GmbH & Co. K.
Edition:
2024, Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Add this copy of Mathematical Introduction to Data Science to cart. $107.11, new condition, Sold by discount_scientific_books rated 5.0 out of 5 stars, ships from Sterling Heights, MI, UNITED STATES, published 2024 by Springer-Verlag Berlin and Heidelberg GmbH & Co. K.
Edition:
2024, Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Add this copy of Mathematical Introduction to Data Science to cart. $130.17, good condition, Sold by Bonita rated 4.0 out of 5 stars, ships from Santa Clarita, CA, UNITED STATES, published 2024 by Springer.
Edition:
2024, Springer-Verlag Berlin and Heidelberg GmbH & Co. K
