Very nice python machine learning blog

http://www.cuijiahua.com/resource.html

 

I have read the book, I feel some useful learning materials, I recommend it to everyone!

Python basics:

Recommended online tutorials:

  1. To learn python3 systematically, you can see Teacher Liao Xuefeng's tutorial :

Tutorial address: click to view

2. After learning the system, you may not remember it very clearly. At this time, we need a quick query manual. The rookie tutorial is a good choice:

Tutorial address: click to view

3. One way to quickly master knowledge is to practice more. It is too boring for beginners to do exercises blindly. The laboratory building can help you find small experiments that you are interested in:

Learning address: click to view

SQL Basics

Some friends may ask, is it related to SQL when I learn web crawler and machine learning? The answer is yes. For web crawlers, a good way to persist data is to store the crawled data for subsequent analysis and processing. For machine learning, SQL is a skill that must be mastered. We all know that a large part of the work of machine learning algorithm engineers is to do data preprocessing such as data cleaning and feature engineering. The quality of data preprocessing is directly Affects the final accuracy of the model. Therefore, as the right-hand man SQL language for data preprocessing, we must master it well.

Recommended online tutorials:

  1. I still feel that the rookie tutorial is a good choice, the instructions are very convenient to query, and I recommend it to everyone.

Tutorial address: click to view

Recommended book resources:

1. If you want to learn SQL systematically, you can read " SQL Must Know and Know ", this book is quite famous (password: hpfe):

 

 

 

Getting Started with Algorithms

Recommended book resources:

1. 对于非科班出身的人来说,补充下算法基础还是很有必要的,不过枯燥的算法可能打消很多人的积极性,《算法图解》(python)图文并茂,通俗易懂,真的很适合入门(密码: 4xzn):

 

 

 

2.对于学生而言,面试各大公司的第一关就是笔试,想要快速具备一定的code能力,可以试试《剑指offer》(c/c++)(密码: npeh)

 

 

 

网络爬虫:

网络资源推荐:

1. 网络爬虫入门,无需看太多的书籍,网上的资源一大把,当然我的CSDN网络爬虫专栏,还是蛮受欢迎:

教程地址:点击查看

书籍资源推荐:

1. 想系统学习下网络爬虫,看《Python数据采集》是个不错的选择(密码: 2a69):

 

 

 

机器学习:

网络视频推荐:

  1. 吴恩达老师的机器学习视频,必看经典,不容错过:

视频地址:点击查看

书籍资源推荐:

  1. 我的入门书籍是《机器学习实战》,我喜欢动手性强的书(密码:qi7q):
 

 

 

2. 机器学习实战的书籍理论推导过于简练,可以看《统计学习方法》进行辅助学习(密码:1eh1):

 

 

 

3. 更偏向于理论的经典之作,周志华老师的《机器学习》,不过需要具备一定基础才能看懂的西瓜书推荐给大家(密码:t24p):

 

 

 

深度学习:

网络视频推荐:

  1. 吴恩达老师的视频,非常赞!

视频地址:点击查看

书籍资源推荐:

  1. 对于想学习Tensorflow的初学者来说,《Tensorflow实战Google深度学习框架》不容错过(密码: 1i3j):
 

PS:这些资源都是我看过的教程,还有很多我没有看过的优质资源。未完待续,持续更新中,欢迎经常来看看!

Guess you like

Origin http://43.154.161.224:23101/article/api/json?id=324965226&siteId=291194637