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Description
Essential Math for Data Science : Take Control of Your Data with Fundamental Linear Algebra, Probability, and StatisticsAuthor: Nield, Thomas Maths for computer scientists Published on 10 June 2022 by O'Reilly Media in the United States. Paperback softback 350 pages 177 x 232 x 22 606g To succeed in data science you need some math proficiency. But not just any math. This common sense guide provides a clear, plain English survey of the math you'll need in data science, including probability, statistics, hypothesis testing, linear algebra, machine learning, and calculus.
Author: Nield, Thomas
Maths for computer scientists
Published on 10 June 2022 by O'Reilly Media in the United States.
Paperback / softback | 350 pages
177 x 232 x 22 | 606g
To succeed in data science you need some math proficiency. But not just any math. This common-sense guide provides a clear, plain English survey of the math you'll need in data science, including probability, statistics, hypothesis testing, linear algebra, machine learning, and calculus.
Practical examples with Python code will help you see how the math applies to the work you'll be doing, providing a clear understanding of how concepts work under the hood while connecting them to applications like machine learning. You'll get a solid foundation in the math essential for data science, but more importantly, you'll be able to use it to:Recognize the nuances and pitfalls of probability mathMaster statistics and hypothesis testing (and avoid common pitfalls)Discover practical applications of probability, statistics, calculus, and machine learningIntuitively understand linear algebra as a transformation of space, not just grids of numbers being multiplied and addedPerform calculus derivatives and integrals completely from scratch in PythonApply what you've learned to machine learning, including linear regression, logistic regression, and neural networks
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