Math for Programmers: 3D Graphics, Machine Learning, and Simulations with Python, (Paperback)
Elementas #: 89240332

Math for Programmers: 3D Graphics, Machine Learning, and Simulations with Python, (Paperback)

Elementas #: 89240332

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Shop Math for Programmers: 3D Graphics, Machine Learning, and Simulations with Python, (Paperback) online at a best price in Lithuania. 413466720
  • Explore important mathematical concepts through hands-on coding. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. To score a job in data science, machine learning, computer graphics, and cryptography, you need to bring strong math skills to the party. Math for Programmers teaches the math you need for these hot careers, concentrating on what you need to know as a developer. Filled with lots of helpful graphics and more than 200 exercises and mini-projects, this book unlocks the door to interesting-and lucrative!-careers in some of today's hottest programming fields. About the technology Skip the mathematical jargon: This one-of-a-kind book uses Python to teach the math you need to build games, simulations, 3D graphics, and machine learning algorithms. Discover how algebra and calculus come alive when you see them in code! About the book In Math for Programmers you'll explore important mathematical concepts through hands-on coding. Filled with graphics and more than 300 exercises and mini-projects, this book unlocks the door to interesting-and lucrative!-careers in some of today's hottest fields. As you tackle the basics of linear algebra, calculus, and machine learning, you'll master the key Python libraries used to turn them into real-world software applications. What's inside Vector geometry for computer graphics Matrices and linear transformations Core concepts from calculus Simulation and optimization Image and audio processing Machine learning algorithms for regression and classification About the reader For programmers with basic skills in algebra. About the author Paul Orland is a programmer, software entrepreneur, and math enthusiast. He is co-founder of Tachyus, a start-up building predictive analytics software for the energy industry. You can find him online at www.paulor.land. Table of Contents 1 Learning math with code PART I - VECTORS AND GRAPHICS 2 Drawing with 2D vectors 3 Ascending to the 3D world 4 Transforming vectors and graphics 5 Computing transformations with matrices 6 Generalizing to higher dimensions 7 Solving systems of linear equations PART 2 - CALCULUS AND PHYSICAL SIMULATION 8 Understanding rates of change 9 Simulating moving objects 10 Working with symbolic expressions 11 Simulating force fields 12 Optimizing a physical system 13 Analyzing sound waves with a Fourier series PART 3 - MACHINE LEARNING APPLICATIONS 14 Fitting functions to data 15 Classifying data with logistic regression 16 Training neural networks
Book formatPaperback
Fiction/nonfictionNon-Fiction
GenreComputing & Internet
Publication dateJanuary, 2021
Pages688
Reading levelGrade 12
SubgenreProgramming
Series titleNo Series
Edition1
PublisherManning Publications
Original languagesEnglish
LanguageEnglish
Edu focusMathematics
Educational levelGeneral
Is collectibleN
Binding typePerfect Binding
Digital file formatPDF, Kindle, ePub
Digital reader formatPDF, Kindle, ePub
Digital audio file formatPDF, Kindle, ePub
Retail packagingSingle Piece
Assembled product dimensions (l x w x h)7.40 x 1.40 x 9.10 Inches (18.8 x 3.6 x 23.1 cm)
Assembled product weight2.47 lb (1.12 kg)
Bisac subject headingComputers

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Math for Programmers: 3D Graphics, Machine Learning, and Simulations with Python, (Paperback)

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