应用预测建模
Applied predictive modeling
Max Kuhn、Kjell Johnson · 初版 2016 年
4人推荐
5位读者提及
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本书面向广泛的读者群体，既是预测模型的入门读物，也是其应用指南。非数学背景的读者将受益于对这些技术的直观讲解，而侧重于跨多个应用领域解决实际问题的内容，则有助于从业者拓展专业技能。读者应具备基础统计学知识，如相关性和线性回归分析。虽然本书尽量避免复杂的数学公式，但在学习高级主题时仍需一定的数学基础。Kuhn博士曾任
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……数据基础设施中的通用模式，这帮我迅速摸清了新技术的工作机制。（大多数无非是在同一套原则上的变体）*《统计学习导论》（Introduction to Statistical Learning，James 等著）和《应用预测建模》（Applied Predictive Modeling，Kuhn 等著）。这两本书帮我全面扫盲了深度学习之前的预测建模方法，这些方法至今仍然很有用，而且相比 AI/深度……
…general patterns in data infrastructure, which helped me quickly grasp how new technologies worked. (most are variations on the same principles) * Introduction to Statistical Learning (James et al) and Applied Predictive Modeling (Kuhn et al). These two books gave me a grand sweep of predictive modeling methods pre-deep learning, methods which continue to be useful and applicable to a wider variety of problem contexts than AI/Deep…
对于已经懂 R 语言、想上手机器学习的朋友，我推荐这本书：http://www.amazon.com/Applied-Predictive-Modeling-Max-Kuhn/d... 里面全都是实用的 R 代码片段和动手范例。
For those interesting in picking up machine learning that already know R, I recommend this book: http://www.amazon.com/Applied-Predictive-Modeling-Max-Kuhn/d... It's loaded with useful R snippets and practical examples.
我推荐 Max Kuhn 写的《应用预测建模》（Applied Predictive Modeling）：http://appliedpredictivemodeling.com/
I can recommend Applied Predictive Modeling by Max Kuhn: http://appliedpredictivemodeling.com/
……那么这本书里的内容你一个都不能落下。本科难度，但主要面向业内从业人员。https://www.amazon.com/Data-Matching-Techniques-Data-Centric... Max Kuhn 的《应用预测建模》（Applied Predictive Modeling）。哪怕你不用 R，作为了解预测建模在实战中如何落地的入门书，它也写得极好。本科低年级水平。http://appliedpredictivemodeling.com/ 理论部分 -----------……
…then there's nothing in this book you can afford not to know. Undergraduate level, but intended for industry practitioners. https://www.amazon.com/Data-Matching-Techniques-Data-Centric... Max Kuhn's Applied Predictive Modeling. Even if you don't use R, this is an incredibly good introduction to how predictive modeling is done in practice. Early undergraduate level. http://appliedpredictivemodeling.com/ Theoretical -----------…
*《计算机组成与体系结构》（Computer Organization and Architecture）[1] *《算法》（Algorithms）[2] *《第50条法则》（The 50th Law）[3] *《应用预测建模》（Applied Predictive Modeling）[4] 等学业喘口气的时候读：*《席珀拉之火》（Cibola Burn）[5] 1: http://amzn.com/013293633X ; 2: http://amzn.com/032157351X ; 3: http://amzn.com/006177460X ; 4: http://amzn.com/1461468485 ; 5: http://amzn.com/031621762X
* Computer Organization and Architecture [1] * Algorithms [2] * The 50th Law [3] * Applied Predictive Modeling [4] When I get a breather from school... * Cibola Burn [5] 1: http://amzn.com/013293633X ; 2: http://amzn.com/032157351X ; 3: http://amzn.com/006177460X ; 4: http://amzn.com/1461468485 ; 5: http://amzn.com/031621762X