Book

Hands-On Simulation Modeling with Python

Hands-On Simulation Modeling with Python, Second Edition teaches you how to leverage Python to develop simulation models and use various Python packages. The book will help you explore various numerical simulation algorithms and concepts, such as the Markov Decision Process, Monte Carlo methods, and bootstrapping techniques.

Offered byPackt Logo

Difficulty Level

Intermediate

Completion Time

15h20m

Language

English

About Book

Who Is This Book For?

This book is for data scientists, simulation engineers, and anyone who is already familiar with the basic computational methods and wants to implement various simulation techniques such as Monte-Carlo methods and statistical simulation using Python.

Book content

chapters 15h20m total length

Introducing simulation models

Understanding Randomness and Random Numbers

Probability and Data Generating Process

Working with Monte Carlo Simulations

Simulation-Based Markov Decision Process

Resampling methods

Improving and optimizing systems

Introducing evolutionary systems

Simulation models for Financial Engineering

Simulating Physical Phenomena by Neural Networks

Modeling and Simulation for Project Management

Simulation Model for Fault Diagnosis in dynamic system

What is next?

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