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Product Description
Math for Data ScienceAuthor(s): Omar Hijab
Format: Hardback
Publisher: Springer International Publishing AG, Switzerland
Imprint: Springer International Publishing AG
ISBN-13: 9783031897061, 978-3031897061
Synopsis
Math for Data Science presents the mathematical foundations necessary for studying and working in Data Science. The book is suitable for courses in applied mathematics, business analytics, computer science, data science, and engineering. The text covers the portions of linear algebra, calculus, probability, and statistics prerequisite to Data Science. The highlight of the book is the machine learning chapter, where the results of the previous chapters are applied to neural network training and stochastic gradient descent. Also included in this last chapter are advanced topics such as accelerated gradient descent and logistic regression trainability.
Clear examples are supported with detailed figures and Python code; Jupyter notebooks and supporting files are avail.
Math for Data Science by Omar Hijab - 9783031897061
Math for Data ScienceAuthor(s): Omar Hijab
Format: Hardback
Publisher: Springer International Publishing AG, Switzerland
Imprint: Springer International Publishing AG
ISBN-13: 9783031897061, 978-3031897061
Synopsis
Math for Data Science presents the mathematical foundations necessary for studying and working in Data Science. The book is suitable for courses in applied mathematics, business analytics, computer science, data science, and engineering. The text covers the portions of linear algebra, calculus, probability, and statistics prerequisite to Data Science. The highlight of the book is the machine learning chapter, where the results of the previous chapters are applied to neural network training and stochastic gradient descent. Also included in this last chapter are advanced topics such as accelerated gradient descent and logistic regression trainability.
Clear examples are supported with detailed figures and Python code; Jupyter notebooks and supporting files are avail.
This site contains affiliate links for which we may be compensated.
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