Math for Programmers: 3D graphics, machine learning, and simulations with Python. Paul Orland
Math-for-Programmers-3D.pdf
ISBN: 9781617295355 | 688 pages | 18 Mb
- Math for Programmers: 3D graphics, machine learning, and simulations with Python
- Paul Orland
- Page: 688
- Format: pdf, ePub, fb2, mobi
- ISBN: 9781617295355
- Publisher: Manning Publications Company
Free ebooks for android download Math for Programmers: 3D graphics, machine learning, and simulations with Python
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
Math for Programmers: 3D graphics, machine learning, and simulations with Python MEAP V10. May 25, 2020 by admin. None Author : Paul Orland Publisher
Math for Programmers: 3D graphics, machine learning, and
To comment go to liveBook. MEAP Edition. Manning Early Access Program. Math for Programmers. 3D graphics, machine learning, and simulations with Python.
4 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.
Math for Programmers | 17哥
Math for Programmers——3D graphics, machine learning, and simulations with To score a job in data science, machine learning, computer graphics, and
Math For Programmers: 3d Graphics, Machine Learning, And
Buy the Paperback Book Math For Programmers: 3d Graphics, Machine Learning, And Simulations With Python by Paul Orland at Indigo.ca,
Math for Programmers: 3D graphics, machine learning, and
Math for Programmers: 3D graphics, machine learning, and simulations with Python MEAP V10. 281 35 21MB. English Year 2020. Report DMCA / Copyright.
front matter - Math for Programmers: 3D graphics, machine
our core product: a fluid-flow simulator powered by physics and machine learning With Math for Programmers, I hope to offer an alternative. Python also happens to be a favorite for “real world” users of math in academia and in industry. Even if you're not interested in machine learning, these concepts--and others in
Math for Programmers: 3D Graphics, Machine Learning, and
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
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Math for Programmers · 3D graphics, machine learning, and simulations with Python · Publisher Description.
Math for Programmers: 3D graphics, machine learning, and
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
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Mastering Large Datasets with Python: Parallelize and Distribute Your Python Math for Programmers: 3D graphics, machine learning, and simulations with
4 Transforming Vectors and Graphics · Math for Programmers
Transforming and drawing 3D objects by applying mathematical transformations to the vectors that represent them · Creating computer animations by applying
Math for Programmers: 3D graphics, machine learning, and
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
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