Learning From Data 在线电子书 图书标签: 机器学习 MachineLearning 数据挖掘 数据分析 人工智能 计算机 DataMining 计算机科学
发表于2024-09-27
Learning From Data 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024
林轩田的机器学习, 可怕的时间杀手, 第一遍永远云里雾里
评分入门还得看原版. 比西瓜书好很多. 1. 逻辑清晰, 层层深入, 还有配套视频与练习 2. 有专门的论坛, 里面可以查阅后续部分的算法 3. 书中的练习有足够的引导, 让读者更容易理解书中内容(如果你一个个exercise完成的话)
评分前三章读起来很舒服。。后面应该是换了写作者。。总体不错。。
评分主要是讲机器学习的理论的。包括为什么能学习,怎么学习,如何提高学习效率(印象中好像是这几大部分)
评分really exciting course on coursera
Machine learning allows computational systems to adaptively improve their performance with experience accumulated from the observed data. Its techniques are widely applied in engineering, science, finance, and commerce. This book is designed for a short course on machine learning. It is a short course, not a hurried course. From over a decade of teaching this material, we have distilled what we believe to be the core topics that every student of the subject should know. We chose the title `learning from data' that faithfully describes what the subject is about, and made it a point to cover the topics in a story-like fashion. Our hope is that the reader can learn all the fundamentals of the subject by reading the book cover to cover. ---- Learning from data has distinct theoretical and practical tracks. In this book, we balance the theoretical and the practical, the mathematical and the heuristic. Our criterion for inclusion is relevance. Theory that establishes the conceptual framework for learning is included, and so are heuristics that impact the performance of real learning systems. ---- Learning from data is a very dynamic field. Some of the hot techniques and theories at times become just fads, and others gain traction and become part of the field. What we have emphasized in this book are the necessary fundamentals that give any student of learning from data a solid foundation, and enable him or her to venture out and explore further techniques and theories, or perhaps to contribute their own. ---- The authors are professors at California Institute of Technology (Caltech), Rensselaer Polytechnic Institute (RPI), and National Taiwan University (NTU), where this book is the main text for their popular courses on machine learning. The authors also consult extensively with financial and commercial companies on machine learning applications, and have led winning teams in machine learning competitions.
在CIT的机器学习和数据挖掘课程上看到这本书,目录看起来很不错,应该比Andrew Ng课程更偏重理论些。这本书就是CIT课程授课内容的总结,这种书看起来比直接看教材要容易多,只是一直没有找到这本书,请问有人有电子版吗?
评分在CIT的机器学习和数据挖掘课程上看到这本书,目录看起来很不错,应该比Andrew Ng课程更偏重理论些。这本书就是CIT课程授课内容的总结,这种书看起来比直接看教材要容易多,只是一直没有找到这本书,请问有人有电子版吗?
评分 评分在CIT的机器学习和数据挖掘课程上看到这本书,目录看起来很不错,应该比Andrew Ng课程更偏重理论些。这本书就是CIT课程授课内容的总结,这种书看起来比直接看教材要容易多,只是一直没有找到这本书,请问有人有电子版吗?
Learning From Data 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024