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Practical Linear Algebra for Data Science: From Core Concepts to Applications Using Python
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Practical Linear Algebra for Data Science: From Core Concepts to Applications Using Python
Linear Algebra for Modern Applications is a comprehensive guide to understanding and implementing linear algebra concepts in Python, ideal for practitioners and students using computer technology and algorithms.
This book covers core concepts such as vector and matrix interpretations, arithmetic operations, independence, rank, and inverses, as well as important decompositions used in applied linear algebra.
With a focus on real-world applications, including least-squares model fitting and principal components analysis, this guide provides readers with the knowledge to understand, implement, and adapt various modern analysis methods and algorithms.
Whether you're a student looking to gain a deeper understanding of linear algebra or a professional seeking to expand your skills in computational simulations and biomedical data processing, this book is an essential resource for anyone working in the field.
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