Think Complexity pdf epub mobi txt 电子书下载 2025

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Allen B. Downey拥有加州大学伯克利分校的计算机科学博土学位和MIT的硕士与学土学位，现任美国欧林工程学院计算机科学系的教授，曾经在威尔斯利大学、科尔比学院和加州大学伯克利分校教授计算机科学相关的课程。曾经担任 Google的访问科学家，对复杂性科学和Python十分着迷，有较为深入的研究和丰富的实践经验。

出版者:O'Reilly Media

作者:Allen B. Downey

出品人:

页数:160

译者:

出版时间:2012-3-12

价格:USD 39.99

装帧:Paperback

isbn号码:9781449314637

丛书系列:

图书标签:

Python
Complexity
算法
复杂系统
计算机科学
计算机
algorithm
O'Reilly

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Dive into Python's advanced possibilities, including algorithm analysis, graphs, scale-free networks, and cellular automata with this in-depth, hands-on guide. Whether you're an intermediate-level Python programmer, or a student of computational modeling, you'll examine data structures, complexity science, and other fascinating topics through a series of exercises, easy-to-understand explanations, and case studies. Think Complexity presents features that make Python such a simple and powerful language. Author Allen Downey provides code to help you get started, along with a solution for each exercise. With this book, you will: Work with graphs and graph algorithms, NumPy arrays and SciPy methods, basic signal processing and Fast Fourier Transform, and hash tables. Discover complexity science, the field that studies abstract models of complex physical systems, including power laws, fractals and pink noise, and Turing machines. Explore the philosophy of science through the models and results in this book about the nature of scientific laws, theory choice, and realism and instrumentalism, and more.

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一本可以作为系统论、还原论等认知哲学的导读读物，看似薄薄的一本，拿到手还说定价这么高亏了，结果一读才知里面别有洞天。本书本身就是一个复杂性科学模型的范本——避免跨域细节，只讲所涉及问题域的知识点，干净利落。作者以python为基础，演示了多种复杂系统的模型，...

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Think Complexity – Complexity Science and Computational Modeling Posted by Mike under Books Think Complexity by Allen Downey is written for someone in an intermediate college level class. It has examples of Python code and talks about algorithms a lot. ...

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最近数据科学大热，复杂系统这一块也受到了较多的关注。整本书是讲如何用图和细胞自动机来模拟现实社会。当一个问题用数学解决不了，我们可以用一些数据结构模拟问题来解决。但是这种模拟和机器学习的拟合还是不一样，可以作为一种新的建模手段。这种方法越来越受到社会计算...