图书标签: Python DataScience 机器学习 数据科学 Programming 统计学习 计算机 数学/统计/数据
发表于2025-03-04
Data Science from Scratch pdf epub mobi txt 电子书 下载 2025
Data science libraries, frameworks, modules, and toolkits are great for doing data science, but they’re also a good way to dive into the discipline without actually understanding data science. In this book, you’ll learn how many of the most fundamental data science tools and algorithms work by implementing them from scratch.
If you have an aptitude for mathematics and some programming skills, author Joel Grus will help you get comfortable with the math and statistics at the core of data science, and with hacking skills you need to get started as a data scientist. Today’s messy glut of data holds answers to questions no one’s even thought to ask. This book provides you with the know-how to dig those answers out.
Get a crash course in Python
Learn the basics of linear algebra, statistics, and probability—and understand how and when they're used in data science
Collect, explore, clean, munge, and manipulate data
Dive into the fundamentals of machine learning
Implement models such as k-nearest Neighbors, Naive Bayes, linear and logistic regression, decision trees, neural networks, and clustering
Explore recommender systems, natural language processing, network analysis, MapReduce, and databases
Joel Grus
Joel Grus is a software engineer at Google. Before that he worked as a data scientist at multiple startups. He lives in Seattle, where he regularly attends data science happy hours. He blogs infrequently at joelgrus.com.
View Joel Grus's full profile page.
粗粗翻了一下,基本是讲Python在数据科学各个方面的应用,比较基础。有空跑一下代码(作者已经在着手写第二版了)
评分helpful
评分读了还是不会 T T
评分感觉这本书更适合想要自己写数据分析应用的程序员看
评分请鼓励我每晚看一点看下去
说是数据科学指路到是差不多。告诉你有哪些方面的知识需要去学习的。25章每章都值得单独去借上一两本书去学习,都值得花上一两个月用上N多个案例来实践,这样之后,我觉得才是真的入门了。 书中的代码又是一段一段的,估计只有作者才会知道这个功能是怎么来的,有什么用。后面...
评分书名叫《数据科学入门》,可实际上却并不适合零基础的人读,需要有一定的基础(包括python基础和数学基础)。我觉得称之为“指南”更合适。 —————————— 当初为什么买这本书? 有段时间对数据异常着迷,只要和数据有关的数都不管三七二十一加到购物车,发工资了就买。...
评分书名叫《数据科学入门》,可实际上却并不适合零基础的人读,需要有一定的基础(包括python基础和数学基础)。我觉得称之为“指南”更合适。 —————————— 当初为什么买这本书? 有段时间对数据异常着迷,只要和数据有关的数都不管三七二十一加到购物车,发工资了就买。...
评分说是数据科学指路到是差不多。告诉你有哪些方面的知识需要去学习的。25章每章都值得单独去借上一两本书去学习,都值得花上一两个月用上N多个案例来实践,这样之后,我觉得才是真的入门了。 书中的代码又是一段一段的,估计只有作者才会知道这个功能是怎么来的,有什么用。后面...
评分这本书可以作为 Data Science 101 ,只是一本基于 Python 学习 Data Science 的指南,我觉得里面最有价值的就是 For Further Exploration 部分了。
Data Science from Scratch pdf epub mobi txt 电子书 下载 2025