How Long to Read Mathematical Foundations of Data Science

How Long Does it Take to Read Mathematical Foundations of Data Science?

It takes the average reader 3 hours and 44 minutes to read Mathematical Foundations of Data Science by Tomas Hrycej

Assuming a reading speed of 250 words per minute. Learn more

Description

This textbook aims to point out the most important principles of data analysis from the mathematical point of view. Specifically, it selected these questions for exploring: Which are the principles necessary to understand the implications of an application, and which are necessary to understand the conditions for the success of methods used? Theory is presented only to the degree necessary to apply it properly, striving for the balance between excessive complexity and oversimplification. Its primary focus is on principles crucial for application success. Topics and features: Focuses on approaches supported by mathematical arguments, rather than sole computing experiences Investigates conditions under which numerical algorithms used in data science operate, and what performance can be expected from them Considers key data science problems: problem formulation including optimality measure; learning and generalization in relationships to training set size and number of free parameters; and convergence of numerical algorithms Examines original mathematical disciplines (statistics, numerical mathematics, system theory) as they are specifically relevant to a given problem Addresses the trade-off between model size and volume of data available for its identification and its consequences for model parametrization Investigates the mathematical principles involves with natural language processing and computer vision Keeps subject coverage intentionally compact, focusing on key issues of each topic to encourage full comprehension of the entire book Although this core textbook aims directly at students of computer science and/or data science, it will be of real appeal, too, to researchers in the field who want to gain a proper understanding of the mathematical foundations “beyond” the sole computing experience.

How long is Mathematical Foundations of Data Science?

Mathematical Foundations of Data Science by Tomas Hrycej is 218 pages long, and a total of 56,244 words.

This makes it 74% the length of the average book. It also has 69% more words than the average book.

How Long Does it Take to Read Mathematical Foundations of Data Science Aloud?

The average oral reading speed is 183 words per minute. This means it takes 5 hours and 7 minutes to read Mathematical Foundations of Data Science aloud.

What Reading Level is Mathematical Foundations of Data Science?

Mathematical Foundations of Data Science is suitable for students ages 12 and up.

Note that there may be other factors that effect this rating besides length that are not factored in on this page. This may include things like complex language or sensitive topics not suitable for students of certain ages.

When deciding what to show young students always use your best judgement and consult a professional.

Where Can I Buy Mathematical Foundations of Data Science?

Mathematical Foundations of Data Science by Tomas Hrycej is sold by several retailers and bookshops. However, Read Time works with Amazon to provide an easier way to purchase books.

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