Modeling and Simulation in Python
Data Science
Book Details
Book Title
Modeling and Simulation in Python
Author
Allen B. Downey
Publisher
No Starch Press, Inc
Publication Date
2023
ISBN
9781718502178
Number of Pages
338
Language
English
Format
File Size
3MB
Subject
data-science
Table of Contents
- Cover Page
- PRAISE FOR MODELING AND SIMULATION IN PYTHON
- Title Page
- Copyright Page
- About the Author
- About the Technical Reviewer
- BRIEF CONTENTS
- CONTENTS IN DETAIL
- ACKNOWLEDGMENTS
- INTRODUCTION
- PART I DISCRETE SYSTEMS
- Chapter 1. INTRODUCTION TO MODELING
- Chapter 2. MODELING A BIKE SHARE SYSTEM
- Chapter 3. ITERATIVE MODELING
- Chapter 4. PARAMETERS AND METRICS
- Chapter 5. BUILDING A POPULATION MODEL
- Chapter 6. ITERATING THE POPULATION MODEL
- Chapter 7. LIMITS TO GROWTH
- Chapter 8. PROJECTING INTO THE FUTURE
- Chapter 9. ANALYSIS AND SYMBOLIC COMPUTATION
- Chapter 10. CASE STUDIES PART I
- PART II FIRST-ORDER SYSTEMS
- Chapter 11. EPIDEMIOLOGY AND SIR MODELS
- Chapter 12. QUANTIFYING INTERVENTIONS
- Chapter 13. SWEEPING PARAMETERS
- Chapter 14. NONDIMENSIONALIZATION
- Chapter 15. THERMAL SYSTEMS
- Chapter 16. SOLVING THE COFFEE PROBLEM
- Chapter 17. MODELING BLOOD SUGAR
- Chapter 18. IMPLEMENTING THE MINIMAL MODEL
- Chapter 19. CASE STUDIES PART II
- PART III SECOND-ORDER SYSTEMS
- Chapter 20. THE FALLING PENNY REVISITED
- Chapter 21. DRAG
- Chapter 22. TWO-DIMENSIONAL MOTION
- Chapter 23. OPTIMIZATION
- Chapter 24. ROTATION
- Chapter 25. TORQUE
- Chapter 26. CASE STUDIES PART III
- APPENDIX: UNDER THE HOOD
- INDEX