Practical Data Analysis(Second Edition)
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Mathematics

Data analysis makes use of a lot of mathematical techniques like linear algebra (vector and matrix, factorization, eigenvalue), numerical methods, and conditional probability, in algorithms. In this book, all the chapters are self-contained and include the necessary math involved.