
巧妙算法
Clever algorithms
Jason Brownlee · 初版 2011 年
2人推荐
4位读者提及
4次提及
实现 Artificial Intelligence(人工智能)算法并非易事。算法描述往往不完整、不一致,且分散在多篇论文、章节甚至各个网站中。这可能导致对算法的解读产生分歧、算法的无谓流失,并最终损害科学严谨性。本书旨在解决这些问题,提供了一本汇集来自 Metaheuristics、Biologically Inspired Computation 以及 Computational Intelligence 领域的算法配方手册,以完整、一致且集中的方式进行阐述。这些标准化的描述
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正在加载完整评论……
……优化资源(针对元启发式算法,即你只有目标/评分函数而没有导数的情况):- Sean Luke 写的《Essentials of Metaheuristics》https://cs.gmu.edu/~sean/book/metaheuristics/ - Jason Brownlee 写的《Clever Algorithms》https://cleveralgorithms.com/ Timefold 使用了这些书中的元启发式算法(禁忌搜索 Tabu Search、延迟接受 Late Acceptance、模拟退火 Simulated Annealing 等)来快速找到近似最优解……
…optimization resources (for metaheuristics, where you only have the objective/score function and no derivative): - "Essentials of Metaheuristics" by Sean Luke https://cs.gmu.edu/~sean/book/metaheuristics/ - "Clever Algorithms" by Jason Brownlee https://cleveralgorithms.com/ Timefold uses the metaheuristic algorithms in these books (Tabu Search, Late Acceptance, Simulated Annealing, etc.) to find near-optimal solutions quickly…
这是我的书单:《计算机程序的构造和解释》(Structure & Interpretation of Computer Programs,Abelson、Sussman 著——偏重 Lisp,经典之作)《算法技术手册》(Algorithms in a Nutshell,O'Reilly 出版)《Clever Algorithms》(Jason Brownlee 著,使用 Ruby 作为示例)《数据挖掘与分析:基础算法》(Data Mining Analysis - Fundamental Algorithms,Mo. Zaki 著——电子书)《利用 Python 进行数据分析》(Python for Data Analysis,Wes McKinney 著)《海量数据集挖掘》(Mining of Massive Datasets,Rajaraman、Leskovec、Ullman……
Here's my list: Structure & Interpretation of Computer Programs (Abelman, Sussman - Lisp oriented, classic) Algorithms in a Nutshell (OReilly) Clever Algorithms (Jason Brownlee. Uses Ruby for examples) Data Mining Analysis - Fundamental Algorithms (Mo. Zaki - ebook) Python for Data Analysis (Wes McKinney) Mining of Massive Datasets (Rajaraman, Leskovec, Ullman…
哇,很高兴看到又有人把这个发到这儿了。刚发现这本书终于在亚马逊上架了(太棒了!)http://www.amazon.com/Clever-Algorithms-Nature-Inspired-Prog... 很乐意回答关于本书/内容的任何问题。
Wow, happy to see this posted here again. Just found out that the book is finally available on Amazon (yay!) http://www.amazon.com/Clever-Algorithms-Nature-Inspired-Prog... Happy to answer any questions about the book/content.
http://www.amazon.com/Clever-Algorithms-Nature-Inspired-Prog...
http://www.amazon.com/Clever-Algorithms-Nature-Inspired-Prog...