Think Complexity
Whether you're an intermediate-level Python programmer or a student of computational modeling, you'll delve into examples of complex systems through a series of worked examples, exercises, case studies, and easy-to-understand explanations.
In this updated second edition, you will: Work with NumPy arrays and SciPy methods, including basic signal processing and Fast Fourier Transform; Study abstract models of complex physical systems, including power laws, fractals and pink noise, and Turing machines; Get Jupyter notebooks filled with starter code and solutions to help you re-implement and extend original experiments in complexity; and models of computation like Turmites, Turing machines, and cellular automata; Explore the philosophy of science, including the nature of scientific laws, theory choice, and realism and instrumentalism.
Ideal as a text for a course on computational modeling in Python, Think Complexity also helps self-learners gain valuable experience with topics and ideas they might not encounter otherwise.
Table of contents
- Preface
- Chapter 1
- Chapter 2
- Chapter 3
- Chapter 4
- Chapter 5
- Chapter 6
- Chapter 7
- Chapter 8
- Chapter 9
- Chapter 10
- Chapter 11
- Chapter 12
- A Reading list
| Pages : | 228 |
| Size : | 6.6 MB |
| File type : | |
| Downloads: | 80 |
| Created: | 2022-02-03 |
| License: | CC BY-NC-SA |
| Author(s): | Allen Downey |
Warning: Trying to access array offset on false in /home/tutovnfz/public_html/article.php on line 233
Others Computer science Tutorials
Peer Participation and Software
Computer Science Tapestry: Exploring Programming and Computer Science with C++
Others related eBooks about Think Complexity
Learning iOSDownload free course Learning iOS, pdf file on 1117 pages by Stack Overflow Community....
Asterisk: The Future of Telephony, 2nd EditionThis bestselling book is now the standard guide to building phone systems with Asterisk, t..., download free Asterisk tutorial in PDF (604 pages) created by Jared Smith ....
Data Protection for the Hybrid CloudDownload free course Data Protection for the Hybrid Cloud, pdf file on 115 pages by Shreesh Dubey, Vijay Tandra Sistla, Shivam Garg, Aashish Ramdas, Mitch Tulloch....
App Modernization on Azure SuccinctlyDownload free course App Modernization on Azure Succinctly, pdf file on 122 pages by by Lorenzo Barbieri....
How to Design Programs: An Introduction to Programming and ComputingThis second edition has been completely revised. While the book continues to teach a systematic approach to program design, the second edition introduces different design recipes for interactive programs with graphical interfaces and batch programs. It also enriches its design recipes for functions ...
Configuring Microsoft SharePoint Hybrid CapabilitiesDownload free course Configuring Microsoft SharePoint Hybrid Capabilities, pdf file on 192 pages by Jeremy Taylor, Neil Hodgkinson, Manas Biswas....
Haskell Notes for ProfessionalsDownload free course Haskell Notes for Professionals, pdf file on 229 pages by Stack Overflow Community....
Fundamental Approaches to Software EngineeringDownload free course Fundamental Approaches to Software Engineering, pdf file on 361 pages by Alessandra Russo, Andy Schürr....
Composing Software: An Exploration of Functional Programming and Object Composition in JavaScriptAll software design is composition: the act of breaking complex problems down into smaller problems and composing those solutions. Most developers have a limited understanding of compositional techniques. It's time for that to change....
Principles of Computer System Design: An IntroductionThis is a unique, ambitious, and important book. It is about computer system design principles, and not the usual mechanics of how things work. These principles are typically embedded in research papers....