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A Handbook of Mathematical Models with Python

You're reading from   A Handbook of Mathematical Models with Python Elevate your machine learning projects with NetworkX, PuLP, and linalg

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Product type Paperback
Published in Aug 2023
Publisher Packt
ISBN-13 9781804616703
Length 144 pages
Edition 1st Edition
Languages
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Author (1):
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Ranja Sarkar Ranja Sarkar
Author Profile Icon Ranja Sarkar
Ranja Sarkar
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Table of Contents (16) Chapters Close

Preface 1. Part 1:Mathematical Modeling
2. Chapter 1: Introduction to Mathematical Modeling FREE CHAPTER 3. Chapter 2: Machine Learning vis-à-vis Mathematical Modeling 4. Part 2:Mathematical Tools
5. Chapter 3: Principal Component Analysis 6. Chapter 4: Gradient Descent 7. Chapter 5: Support Vector Machine 8. Chapter 6: Graph Theory 9. Chapter 7: Kalman Filter 10. Chapter 8: Markov Chain 11. Part 3:Mathematical Optimization
12. Chapter 9: Exploring Optimization Techniques 13. Chapter 10: Optimization Techniques for Machine Learning 14. Index 15. Other Books You May Enjoy

Who this book is for

Data scientists, research and development professionals, and business scientists, in general, can gain practical insights into mathematical modeling with Python from this book.

It is assumed that you have knowledge of the following:

  • Differential equations
  • Linear algebra
  • Basics of statistics
  • Data types and data structures
  • Numerical algorithms

You will learn about the relevance of mathematical models, how interpretability must be factored into models while solving a business problem, and how mathematical optimization and tuning machine learning models are important to arrive at the optimal solution. You will also learn how to choose a model, keeping in mind the cost-effectiveness and efficiency of the underlying algorithm per the business case.

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