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Learn Calculus With Python

Autor Nick Mcintyre
en Limba Engleză Paperback – 5 ian 2027
Many people take a calculus course and walk away remembering almost nothing-except vague ideas about slopes, curves, and something called a tangent. Learn Calculus with Python is written for those readers, as well as anyone else with a firm grasp of algebra and trigonometry who is eager to learn the practical math underlying machine learning optimization, signals processing, planetary simulations, and other useful applications. Rather than teaching calculus as a collection of formulas and procedures, this book uses guided Jupyter Notebooks to introduce concepts like derivatives, integrals, the Fundamental Theorem, and dynamical systems through visualizations and real-world examples. Designed for curious self-learners, programmers, and students who want to understand what calculus is actually describing, Learn Calculus with Python rebuilds the subject from the inside out- patiently and in context.
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Specificații

ISBN-13: 9781718504486
ISBN-10: 1718504489
Pagini: 256
Dimensiuni: 178 x 235 mm
Greutate: 0.37 kg
Editura: Penguin Random House Group
Colecția No Starch Press
Locul publicării:United States

Cuprins

Acknowledgments
Introduction

Part I: Foundations
Chapter 1: Python Basics for Mathematical Thinking
Chapter 2: Turtle Geometry
Chapter 3: Functions and Derivatives
Chapter 4: Integrals and the Fundamental Theorem
Chapter 5: Differential Equations and Vectors

Part II: Explorations
Chapter 6: Linear Algebra and Vector Graphics
Chapter 7: Dynamical Systems and Chaos
Chapter 8: Machine Learning from Scratch
Chapter 9: Decomposing Signals with Fourier Transforms

Appendix: Precalculus
Resources
Index