Book

Hands-On Simulation Modeling with Python

Developers working with the simulation models will be able to put their knowledge to work with this practical guide. You will work with real-world data to uncover various patterns used in complex systems using Python. The book provides a hands-on approach to implementation and associated methodologies to improve or optimize systems.

Offered byPackt Logo

Difficulty Level

Intermediate

Completion Time

11h32m

Language

English

About Book

Who Is This Book For?

Hands-On Simulation Modeling with Python is for simulation developers and engineers, model designers, and anyone already familiar with the basic computational methods that are used to study the behavior of systems. This book will help you explore advanced simulation techniques such as Monte Carlo methods, statistical simulations, and much more using Python. Working knowledge of Python programming language is required.

Book content

chapters 11h32m total length

Introducing Simulation Models

Understanding Randomness and Random Numbers

Probability and Data Generating Processes

Exploring Monte Carlo Simulations

Simulation-Based Markov Decision Process

Resampling Methods

Using Simulations to Improve and Optimize Systems

Using Simulation Models for Financial Engineering

Simulating Physical Phenomena Using Neural Networks

Modeling and Simulation for Project Management

What's Next?

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