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OpenIntro

OpenIntro

260 0 2017-5-8 17:21

内容简介 The OpenIntro project was founded in 2009 to improve the quality and availability of education by producing exceptional books and teaching tools that are free to use and easy to modify. Our i ...

Introduction to Probability, Statistics, and Random Processes

Introduction to Probability, Statistics, and Random Processes

237 0 2017-5-5 17:01

内容简介This book introduces students to probability, statistics, and stochastic processes. It can be used by both students and practitioners in engineering, various sciences, finance, and other relat ...

Building Machine Learning Systems with Python

Building Machine Learning Systems with Python

239 0 2017-5-4 17:22

作者简介:Willi Richert机器学习和机器人学博士,目前任职于微软Bing搜索核心研发团队。他从事多种机器学习领域的研究,包括主动学习和统计机器翻译。Luis Pedro Coelho计算生物学家,主要关注生物图像信息学和大规 ...

Think Bayes

Think Bayes

330 0 2017-5-2 15:39

内容简介If you know how to program with Python and also know a little about probability, you’re ready to tackle Bayesian statistics. With this book, you'll learn how to solve statistical problems wit ...

Python for Data Analysis

Python for Data Analysis

268 0 2017-4-28 17:31

内容简介Finding great data analysts is difficult. Despite the explosive growth of data in industries ranging from manufacturing and retail to high technology, finance, and healthcare, learning and acc ...

数据科学实战

数据科学实战

296 0 2017-4-27 16:57

内容简介:本书脱胎于哥伦比亚大学“数据科学导论”课程的教学讲义,它界定了数据科学的研究范畴,是一本注重人文精神,多角度、全方位、深入介绍数据科学的实用指南,堪称大数据时代的实战宝典。本书旨在让读者能够 ...

Natural Language Processing with Python

Natural Language Processing with Python

270 0 2017-4-26 16:55

内容简介This book offers a highly accessible introduction to Natural Language Processing, the field that underpins a variety of language technologies, ranging from predictive text and email filtering ...

推荐系统实践

推荐系统实践

258 0 2017-4-25 17:02

内容简介:随着信息技术和互联网的发展,人们逐渐从信息匮乏的时代走入了信息过载(information overload)的时代 。在这个时代,无论是信息消费者还是信息生产者都遇到了很大的挑战:对于信息消费者,从大量信息中 ...

《统计学习方法》

《统计学习方法》

231 0 2017-4-24 17:37

内容简介 《统计学习方法》是计算机及其应用领域的一门重要的学科。《统计学习方法》全面系统地介绍了统计学习的主要方法,特别是监督学习方法,包括感知机、k近邻法、朴素贝叶斯法、决策树、逻辑斯谛回归与最大 ...

Machine Learning

Machine Learning

736 0 2017-4-22 16:43

内容简介 Written in an easily accessible style, this book provides the ideal blend of theory and practical, applicable knowledge. It covers neural networks, graphical models, reinforcement learning, e ...

Probabilistic Graphical Models

Probabilistic Graphical Models

937 0 2017-4-15 17:13

内容简介Most tasks require a person or an automated system to reason--to reach conclusions based on available information. The framework of probabilistic graphical models, presented in this book, prov ...

Convex optimization

Convex optimization

646 0 2017-4-14 17:17

内容简介Convex optimization problems arise frequently in many different fields. This book provides a comprehensive introduction to the subject, and shows in detail how such problems can be solved nume ...

The Elements of Statistical Learning

The Elements of Statistical Learning

482 0 2017-4-13 17:12

内容简介 During the past decade there has been an explosion in computation and information technology. With it have come vast amounts of data in a variety of fields such as medicine, biology, finance, ...

Natural Language Annotation for Machine Learning

Natural Language Annotation for Machine Learning

379 0 2017-4-10 17:23

内容简介Create your own natural language training corpus for machine learning. This example-driven book walks you through the annotation cycle, from selecting an annotation task and creating the annot ...

大数据处理之道

大数据处理之道

449 0 2017-4-8 17:11

内容简介《大数据处理之道》覆盖了当前大数据处理领域的热门技术,包括Hadoop、Spark、Storm、Dremel、Drill等,详细分析了各种技术的应用场景和优缺点;同时阐述了大数据下的日志分析系统,重点讲解了ELK日志处理方 ...

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