Math for Programmers: 3D graphics, machine learning, and simulations with Python by Paul Orland
- Math for Programmers: 3D graphics, machine learning, and simulations with Python
- Paul Orland
- Page: 688
- Format: pdf, ePub, mobi, fb2
- ISBN: 9781617295355
- Publisher: Manning Publications Company
Ebooks downloads Math for Programmers: 3D graphics, machine learning, and simulations with Python DJVU ePub FB2
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. Summary 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. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. 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
Math for Programmers: 3D graphics, machine learning, and
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16 Training neural networks - Math for Programmers: 3D
one of the most famous machine learning tools used today: artificial neural networks. Artificial neural networks, or neural networks for short, are mathematical Figure 16.4: How our Python neural network function classifies images of digits.
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This is an online version of the Manning book Math for Programmers: 3D graphics, machine learning, and simulations with Python livebook. With liveBook you
Math for Programmers : 3d Graphics, Machine Learning, and
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Math for Programmers: 3D graphics, machine learning, and simulations with Python. by Paul Orland | Jan 12, 2021. 5.0 out of 5 stars 2.
Math for Programmers: 3D graphics, machine learning, and
Math for Programmers: 3D graphics, machine learning, and simulations with Python Paperback – Jan. 12 2021 · 1 Learning math with code · 2 Drawing with 2D
Manning | Math for Programmers - Manning Publications
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
1 Learning Math in Code · Math for Programmers: 3D graphics
Making money by implementing mathematical ideas in code · Avoiding common learning · Thinking like a programmer to understand math · Using Python as a
Orland Paul. Math for Programmers: 3D graphics, machine
Orland Paul. Math for Programmers: 3D graphics, machine learning, and simulations with Python. Файл формата djvu; размером 8,85 МБ.
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Math for Programmers: 3D Graphics, Machine Learning, and
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書名：Math for Programmers: 3D graphics, machine learning, and simulations with Python ，ISBN：1617295353，作者：Orland, Paul，出版社：Manning
1 Learning math with code - Math for Programmers: 3D
Solving lucrative problems with math and software; Avoiding common pitfalls in The main tool for learning in this book is the Python programming language. Maybe you don't have deep enough pockets to consider risky stock trading. 3D objects in chapters 4 and 5, and then how to simulate physics using ideas from
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