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Learning route of Python big data development in 2022

編輯:Python

This learning roadmap contains not only a clear learning path , Career growth path , And put Python The latest video resources released by the teaching and research department ( And arrange according to the learning process ), It also provides the software that will be used in the learning process , manual , Source code , Interview questions collection and other series .

python The learning route of big data development is as follows :

10 Sky master MySQL
Links to tutorial materials :
https://pan.baidu.com/s/1zQ0AQn68WaLvihEEiX312A?pwd=1234 Extraction code :1234

Start with the traditional relational database , Master data migration tools 、BI Data visualization tool 、SQL, Lay a solid foundation for follow-up learning . Learning experience : new : This course is based on the latest MySQL8.0, Contains many new features whole : This course covers almost everything from introductory to advanced MySQL Knowledge module , One stop learning . deep : This course has a lot of space to explain MySQL The higher-order part of , Dig to the bottom for high-level knowledge points . fine : The knowledge points of this course are explained in detail , The explanations of all knowledge modules are practical operations .

Study Linux、Hadoop、Hive, Master the basic technology of big data , Meet the primary needs of the big data development industry , Can engage in ETL And Hive Shucang Engineer .

Big data basics tutorial | The most comprehensive in history Hadoop introduction
link :
https://pan.baidu.com/s/1fqE5g_iRoIK6eLRDEgQz-g Extraction code :2345

1、 Establish group data warehouse , Unified group data center , Centralized storage and processing of scattered business data
2、 The project starts from demand research 、 Design 、 version control 、 Research and development 、 Test to landing and on-line , It covers the whole process of the project
3、 Mining and analyzing massive user behavior data , Customize multidimensional data collection , Form a data mart , For each scene theme .

Big data project practical tutorial _ Big data enterprise offline data warehouse , Online education project practice (Hive Complete process of data warehouse project )
Links to tutorial materials :
https://pan.baidu.com/s/15tYSpMAebPs7cGbLU94mPA
Extraction code :dbod

Spark The official has put Python As the first language , stay 3.2 Version update , Highlight the built-in bundle Pandas; The course fully conforms to the trend of the needs of the technical community and recruitment positions , The first person in the whole network to join Python on Spark The content of ; You will be competent for Spark Development Engineer 、 Intermediate big data engineer .

One 、python Basics

full set Python course _Python Basic introductory video tutorial , Zero basis Xiaobai self study Python Essential course
Tutorial materials :
https://pan.baidu.com/s/1Vkxo8BwaQdcuD9KAmgX-nw
Extraction code :1234

1, For programming 0 Basic students may want to python As a second programming language, students are very suitable for .
2, Vivid image , simple , clear .
3, Explain the basic grammar in detail , structure python Basic programming skills .

Two 、python Advanced

Python Advanced Grammar tutorial _python Multitasking and network programming , A complete set of tutorials for building a website from scratch
Tutorial materials :
https://pan.baidu.com/s/17k67Eu3E9uSCDWjxfWaPeg
Extraction code :1234

1. The teaching style of efficient introduction , Explain the knowledge points clearly in the shortest time , Only dry goods !
2. Systematic explanation Python Advanced content , For further study Data analysis and big data Lay a solid foundation , The whole net starts !

3、 ... and 、 big data spark3.2 From foundation to mastery 2022.05.20 to update

Spark A full video tutorial ,4 God spark3.2 Quick start to mastery , The first set in the whole network is based on Python Linguistic spark course _
link :
https://pan.baidu.com/s/1hZ58gE-pLiW8N5-HGQTOTQ Extraction code :1113

be based on Python Linguistic Spark course ! Efficient 、 Quick grasp Spark3.2 You're supposed to know , Greatly shorten Spark Stage learning time .

Four 、 big data Hive+Spark Actual combat of off-line warehouse industrial project

The whole network disclosed big data for the first time Spark Actual combat of off-line warehouse industrial project ,Hive+Spark Build enterprise level big data platform
link :
https://pan.baidu.com/s/1iDjHwbZcv-ITdfy1SERqTg Extraction code :1111

Cornerstone and Prospect of one-stop manufacturing project 、 Data warehouse modeling method Offline warehouse layering 、Sqoop Data storage and collection 、 Several positions ODS&DWD Floor construction 、 Several positions DWS Dimension layer construction 、 Several positions DWB Index layer construction 、 Several positions ST Theme layer construction 、 One station manufacturing task scheduling 、Prometheus summary Realization linux Server monitoring Realization MySQL Service monitoring Realization Flink Service monitoring Grafana Monitoring Kanban . One stop manufacturing : operating ciss System 、oa System 、erp System integration intelligent manufacturing big data analysis system

5、 ... and 、 Big data open source project exercise

1.BigData-Notes

first heibaiying Of BigData-Notes, At present, the project has up to 10.2K Of star, As the introduction of the warehouse is short : Getting started with big data . This project is also what I think is currently The most suitable project for beginners to learn and reference .
Project links
https://github.com/heibaiying/BigData-Notes

2.awesome-bigdata

This project is quite special , It is an open source project for foreign developers , English translation means “ Great big data ”, Actually ~ He listed a lot of great big data frameworks 、 Resources and other great picks . Inspiration comes from awesome-php、awesome-python、awesome-ruby、hadoopecosystemtable and big-data. It has also been captured 10.2K Of star, Very strong .

Project links
https://github.com/0xnr/awesome-bigdata

3.Flink-learning

Obvious , This is focus and flink Open source project for learning , The contents include Flink introduction 、 Concept 、 principle 、 actual combat 、 performance tuning 、 Source code analysis, etc , It has been captured so far 10.5k Of star, Very strong .

Project links :
https://github.com/zhisheng17/flink-learning

4. Programming video library

Python+ Self study tutorial on big data development _Python+ Video tutorials on big data development from getting started to mastering _ Black horse programmer http://yun.itheima.com/map/53.html?hm

The proportion of data development reaches 95%, Covering the tools and programming languages required for data development . The language layer contains SQL、Python; Count According to the development, it covers SQL、Hadoop、Hive、 Spark、 Flink Multiple technology ecosystems , After learning, you can complete data development and application in multiple industries and scenarios

As for learning methods , I believe everyone has their own habits .

It is necessary to understand the knowledge points in the tutorial , Preview - Remember what's in the tutorial - Understand the point of knowledge - Express it in your own words .
If you really don't understand, draw a flow chart , Write a xmind, Force yourself to express it completely and appropriately , Add your own understanding , Right or wrong , Tell your thoughts to your friends , The collision of thinking can let you know more about knowledge points , Write it down in time after you get the correct answer , When you have nothing to do, think about why you want to achieve this . Thinking is always changing inadvertently , Maybe something I can't understand now , After you ponder for a long time , When you encounter a similar event in your life , You can figure it out in a flash , issue :‘ Oh , I see ’ The exclamation . In practice , You have to make full use of your self-study time to complete , In the new era, practice makes perfect .

If it helps you, you can praise it , You can also pay attention to Xiaozha's continuous output of high-quality dry goods


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