Summary of Python learning roadmap

This article brings you a summary of the Python learning roadmap. It has certain reference value. Friends in need can refer to it. I hope it will be helpful to you.

How to learn Python
For Python learning enthusiasts, a good learning context is particularly important, which can make learning more effective with half the effort. If you also want to learn python technology systematically, you can take a look at the learning roadmap that the editor has been using. I personally tested it and the effect is good.

Python language basics: (Take you familiar with the characteristics of the python language, learn to use the python development environment, and use python to develop some simple cases)

(1) Introduction to Python3, data types, strings

(2) Judgment/loop statements, functions,
(3) Classes and objects, inheritance, polymorphism
(4) Tkinter interface programming
(5) Files and exceptions, introduction to data processing
(6)Pygame actual aircraft battle

Advanced python language: (Advanced library of python language, commonly used enterprise-level development cases)

(1) Python common third-party libraries and networks Programming

(2) Object-oriented, Python regular expression
(3) Job hunting data crawler, financial data crawler, multi-threaded crawler
(4) Python thread, process
(5) Python mysql database Application, Nosql database, sql, jython

Python full stack engineer front-end (learn to develop front-end web pages and use popular front-end frameworks)

(1) HTML css

(2) Web page Interface design practice
(3) javaScript ajax
(4) jquerry
(5) jquerry EasyUI, Mobile introduction, photoshop
(6) Bootstrap

python full stack engineer backend (Commonly used back-end architecture and enterprise project practice)

(1) Introduction to Django

(2) Advanced Django
(3) Django practice
(4) Flask development principles
(5) Flask development project practice
(6) Tornado development principle
(7) Tornado development project practice

Linux basics (linux introduction, combined with python, you can find a job in linux python operation and maintenance)

(1)Virtual machine installation

(2)linux server installation and configuration
(3)apache server and nginx server installation and use
(4)linux common server commands
(5)Python-WEB server operating environment and configuration
(6)Version management tool svn
(7)Version management tool git
(8)Program deployment and website migration

Linux operation Maintenance automation development (more in-depth cases and practical combat in Linux)

(1) Python development of Linux operation and maintenance

(2) Linux operation and maintenance alarm tool development
(3) Linux operation and maintenance alarm security Audit development
(4) Linux business quality report tool development
(5) Kali security detection tool detection
(6) Kali password cracking practice

python data analysis (analyze crawler captured Data, analysis rules, for commercialization)

(1) numpy data processing

(2) pandas data analysis
(3) matplotlib data visualization
(4) scipy data statistical analysis
(5) python financial data analysis

python big data (Python is very convenient to operate big data)

(1) Hadoop HDFS

(2) python Hadoop MapReduce
(3) python Spark core
(4) python Spark SQL
(5) python Spark MLlib

python machine learning (some introductory concepts and cases of machine learning, python supports many machine learning frameworks )

(1) Introduction to basic knowledge of machine learning

(2) KNN algorithm
(3) Linear regression
(4) Logistic regression algorithm
(5) Decision tree Algorithm
(6) Naive Bayes algorithm
(7) Support vector machine
(8) Clustering k-means algorithm

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