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Hands-On Simulation Modeling with Python: Develop simulation models to get accurate results and enhance decision-making processes
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TJS 900
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Enhance your simulation modeling skills by creating and analyzing digital prototypes of a physical model using Python programming
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What Stands Out
Информация о продукте
- Learn to create digital prototypes of real models using hands-on examples in Python
- Understand various statistical and physical simulations to improve systems
- Discover concepts such as randomness, data generation processes, and resampling methods
- Develop simulation models to obtain accurate results and enhance decision-making processes
- Use optimization techniques to improve model performance and resource utilization
- Ideal for simulation developers, engineers, and model designers familiar with computational methods
| Publisher | Packt Publishing |
| Publication date | July 17, 2020 |
| Language | English |
| Print length | 346 pages |
| ISBN-10 | 1838985093 |
| ISBN-13 | 978-1838985097 |
| Item Weight | 1.32 pounds (600 grams) |
| Dimensions | 7.5 x 0.78 x 9.25 inches (19.1 x 2 x 23.5 cm) |
Who Should Buy?
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Data Analysts
Professionals looking to enhance their data analysis and modeling skills using simulation techniques in Python.
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Operations Managers
Managers seeking to optimize processes and improve decision-making through simulation modeling in real-time scenarios.
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Students
Students studying mathematics, statistics, or computer science wanting practical experience with simulation modeling and Python programming.
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Complete Beginners
Individuals with no programming or simulation experience may find the material challenging to understand and apply.
ОПИСАНИЕ ТОВАРА
Hands-On Simulation Modeling with Python: Develop simulation models to get accurate results and enhance decision-making processes
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Computer Simulation Editorial Review
**** "Hands-On Simulation Modeling with Python" emerges as a robust resource for those looking to deepen their understanding of simulation techniques using Python. The book expertly integrates theoretical concepts from statistics and probability with practical applications, making it a valuable asset for modelers and simulation engineers alike. Starting with foundational topics such as random number generation, various statistical distributions, and the principles of Monte Carlo simulations, the text progresses to advanced methods like Markov Decision Processes and neural networks. Each chapter is designed to build upon the last, ensuring a coherent flow of knowledge that readers can easily follow and apply. Readers particularly appreciate the hands-on approach, noting that the book provides ample examples, references, and practical codes, especially in pivotal chapters like those focused on Monte Carlo Simulations and project management modeling. These chapters are well-received for their detailing of real-world applications, enabling readers to implement learned concepts directly into their projects. However, the book is not without its flaws. It does require a pre-existing knowledge of Python and statistical concepts, making it less suitable for beginners. Additionally, some readers pointed out issues with grammatical clarity and overly complex phrasing, potentially obscuring the straightforwardness of some concepts. Overall, "Hands-On Simulation Modeling with Python" is a well-crafted guide, ideal for intermediate to advanced practitioners in the field of simulation modeling who are looking to leverage Python for practical data-driven decision-making. It serves both as a comprehensive coursebook and a reference manual, promoting significant hands-on learning. **
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Плюсы
- Comprehensive coverage of simulation techniques and applications using Python
- Strong integration of theory with practical implementation
- Clear organization and flow of topics
- In-depth discussions on real-world applications
- Suitable for use as a textbook or reference manual
Минусы
- Not suitable for beginners; requires prior knowledge of Python and statistics
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Особенности и преимущества
- Develop simulation models to get accurate results and enhance decision-making processes
- Create and analyze digital prototypes using Python programming
- Understand concepts such as randomness and data generating processes
- Work with Monte Carlo simulations and Markov decision processes
- Learn optimization techniques to improve model performance
- Construct and deploy simulation models to overcome real-world challenges
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