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Have read the book, feel some very useful learning materials, recommend to everyone!
Python Basics:
Recommended Web Tutorials:
- System Learning Python3 can see Liaoche Teacher's tutorial :
Tutorial Address: Click to view
2. The system does not necessarily remember very clearly, when we need a quick inquiry manual, Rookie tutorial is a good choice:
Tutorial Address: Click to view
3. A quick way to master the knowledge is to practice more, for beginners blindly do exercises appear too dull, the experimental building can help you, find your interest in the small experiment:
Learning Address: Click to view
SQL Basics
Maybe some friends will ask, I learn Internet crawler, learn machine learning, and SQL has a relationship? The answer is that, for a web crawler, a good way to persist data is to get the data to be crawled into storage for easy follow-up analysis and processing. For machine learning, SQL is a must-have skills, we all know that machine learning algorithm engineers a large part of the work is to do data cleansing and feature engineering data preprocessing, data preprocessing directly affect the final accuracy of the model. Therefore, as the data preprocessing of the right-hand SQL language, we must be well mastered.
Recommended Web Tutorials:
- I still feel, rookie tutorial is a good choice, command query up very convenient, recommend to everyone.
Tutorial Address: Click to view
Book Resources recommended:
1. Want the system to learn SQL, you can see the "SQL must know ", this book is quite famous (password: HPFE):
Click to download
Getting Started with algorithms
Book Resources recommended:
1. For non-trained people, it is necessary to add the algorithm foundation, but the boring algorithm may dispel a lot of people's enthusiasm, " algorithm diagram " (python) illustrated, easy to understand, really good for getting Started (password: 4XZN):
Click to download
2. For students, the interview of the major companies in the first level of the written test, want to quickly have a certain code ability, you can try " Sword pointOffer" (Password: npeh)
Click to download
Web crawler:
Recommended network resources:
1. Web crawler Introduction, do not have to read too many books, online resources a lot of, of course, my csdn web crawler column , or quite popular:
Tutorial Address: Click to view
Book Resources recommended:
1. Want to learn the network crawler system, see "Python data collection " is a good choice (password: 2a69):
Click to download
Machine learning:
Network Video recommendation:
- Wunda Teacher's machine learning video, must see classics, not to be missed:
Video address: Click to view
Book Resources recommended:
- My introductory book is " machine learning Combat ", I like a strong hands-on book (Password: qi7q):
Click to download
2. Machine learning Practical book Theory deduction is too concise, you can see the " Statistical learning Method " to assist Learning (password: 1EH1):
Click to download
3. More inclined to the classic of the theory, Zhou Zhihua Teacher's "machine learning", but need to have a certain basis to read the watermelon book recommended to Everyone (password: t24p):
Click to download
Deep Learning:
Network Video recommendation:
- Wunda Teacher's video, very praise!
Video address: Click to view
Book Resources recommended:
- For beginners who want to learn TensorFlow, "tensorflow Google deep learning Framework " must not be missed (password: 1i3j):
Click to download
Very good Python machine learning Blog