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Simulation with Python

Develop Simulation and Modeling in Natural Sciences, Engineering, and Social Sciences

Paperback Engels 2022 9781484281840
Verwachte levertijd ongeveer 9 werkdagen

Samenvatting

Understand the theory and implementation of simulation. This book covers simulation topics from a scenario-driven approach using Python and rich visualizations and tabulations. 
The book discusses simulation used in the natural and social sciences and with simulations taken from the top algorithms used in the industry today. The authors use an engaging approach that mixes mathematics and programming experiments with beginning-intermediate level Python code to create an immersive learning experience that is cohesive and integrated. 
After reading this book, you will have an understanding of simulation used in natural sciences, engineering, and social sciences using Python.

What You'll LearnUse Python and numerical computation to demonstrate the power of simulationChoose a paradigm to run a simulationDraw statistical insights from numerical experimentsKnow how simulation is used to solve real-world problems 
Who This Book Is For
Entry-level to mid-level Python developers from various backgrounds, including backend developers, academic research programmers, data scientists, and machine learning engineers. The book is also useful to high school students and college undergraduates and graduates with STEM backgrounds.

Specificaties

ISBN13:9781484281840
Taal:Engels
Bindwijze:paperback
Uitgever:Apress

Lezersrecensies

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Inhoudsopgave

Chapter 1: Calculating Pi and Beyond: Searching Order in Disorder with Simulation.- Chapter 2: Markov Chain: A Peek into the Future.Chapter 3: Multi-Armed Bandits: Probability Simulation and Bayesian Statistics.- Chapter 4: Balls in 2D Box: A Simplest Physics Engine.- Chapter 5: Percolation: Threshold and Phase Change.- Chapter 6: Queuing System:  How Stock Trades are Made.- Chapter 7: Rock, Scissor and Paper: Multi-Agent Simulation.- Chapter 8: Matthew Effect and Tax Policy: Why the Rich Keeps Getting Richer.- Chapter 9: Misinformation Spreading: Simulation on a Graph (Centrality, Networkx).- Chapter 10: Simulated Annealing and Genetic Algorithm.

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        Simulation with Python