Think Complexity



Download free course Think Complexity, pdf file on 228 pages by Allen Downey.
Complexity science uses computation to explore the physical and social sciences. In Think Complexity, you'll use graphs, cellular automata, and agent-based models to study topics in physics, biology, and economics.

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 : PDF
Downloads: 73
Created: 2022-02-03
License: CC BY-NC-SA
Author(s): Allen Downey
Think Complexity

Warning: Trying to access array offset on false in /home/tutovnfz/public_html/article.php on line 233

Others Computer science Tutorials

Open Source Systems

Text Mining with R

R for Data Science

Building Cloud Apps with Microsoft Azure

Intel Galileo and Intel Galileo Gen 2

Others related eBooks about Think Complexity

SLO Adoption and Usage in Site Reliability Engineering

Download free course SLO Adoption and Usage in Site Reliability Engineering, pdf file on 104 pages by Julie McCoy, Nicole Forsgren....

D3 Tips and Tricks v3.x

Download free course D3 Tips and Tricks v3.x, pdf file on 551 pages by Malcolm Maclean....

Hacking tips and tricks

Hacking tips and tricks is a free pdf tutorial intended to beginners to know the basics of computer attacks and protect themselves from hackers and cybercriminals....

Exploring Microservices

In the last few years, microservice-based architecture has become one of the hottest innov..., download free Microservices tutorial in PDF (137 pages) created by ....

S-BPM Illustrated

Download free course S-BPM Illustrated, pdf file on 144 pages by Albert Fleischmann, Stefan Raß, Robert Singer....

Enhanced Living Environments

Download free course Enhanced Living Environments, pdf file on 339 pages by Ivan Ganchev, Nuno Garcia, Ciprian Dobre, Constandinos Mavromoustakis, Rossitza Goleva....

Just Enough R

Download free course Just Enough R, pdf file on 172 pages by Sivakumaran Raman....

New Frontiers in Graph Theory

Nowadays, graph theory is an important analysis tool in mathematics and computer science. Because of the inherent simplicity of graph theory, it can be used to model many different physical and abstract systems such as transportation and communication networks, models for business administration, po...

The InfoSec Handbook

The InfoSec Handbook offers the reader an organized layout of information that is easily r..., download free InfoSec tutorial in PDF (392 pages) created by Umesh Hodeghatta Rao ....

Introduction to Mathematical Logic

This book explores the principal topics of mathematical logic. It covers propositional logic, first-order logic, first-order number theory, axiomatic set theory, and the theory of computability. The text also discusses the major results of Gödel, Church, Kleene, Rosser, and Turing....