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Python big data development learning route

編輯:Python

5 Months , The necessary dry goods for mastering big data 【 Key points of technical point marking 】, A full set of self-study is included below video + Source data , If zero basic entry, small partners in the data development industry start from Python Start with language .Python The language is easy to understand , It's suitable for zero base entry , The fastest rising in programming language rankings , Can complete data mining .

Introduction to big data development 01

  • Linux

Basic commands

User management

Rights management

Network management

SSH

VI

  • MySQL

DDL

DML

DQL

Multi-table query

Group query

constraint

  • Kettle

Data conversion

Script components

Job Development

  • BI Tools

Basic operation

Common charts

instrument panel

  • Stage case practice Traditional data warehouse practice video 1、 Basic course of data development

Big data core foundation 02

  • Zookeeper

Framework principle

The storage model

ZK Cluster building

The election mechanism

  • Hadoop HDF S

HDFS framework

Block Block storage

Read and write flow

NameNode

DataNode

High availability cluster

  • Hadoop MapReduce

The core principle

Execute the process

Shuffle Mechanism

  • Hadoop YARN

YARN Components

Framework principle

Execute the process

Scheduler

  • Hive

HQL

data type

Divided into buckets

Zipper table

Metadata

data compression

Storage format

Principle framework

performance optimization

  • Stage case practice 【 social contact APP Case actual combat 】 Course video 1、 Zero foundation quick start big data

100 billion level Warehouse Technology 03

  • CDH

CM framework

Component building

CM Practice

  • Based on Alibaba data warehouse layered architecture

ODS

DIM

DWS

DWD

DM

ADS

  • Hive + Presto

Framework principle

SQL tuning

Cluster building

  • Hive performance tuning

Data skew

JOIN tuning

HIVE Indexes

  • Dispatch

DS

Azkaban

Oozie

Stage project practice Online education big data warehouse video 1、 Online Education warehouse practice

PB Level memory calculation 04

  • Python Programming

Basic grammar

data structure

function

object-oriented

exception handling

Modules and packages

Network programming

Multi process

Multithreading

Closure

Decorator

iterator

  • Spark

Framework principle

Spark RDD

Spark DF

Spark DAG

Spark SQL

Memory iteration

performance tuning

Task scheduling

Pandas on Spark

Spark on Hive

Spark Shuffle

Spark 3.x New characteristics

Stage project practice Industrial project practice 、 Insurance big data practice
video 1、 Get started with zero Basics Python Programming 2、Python Advanced Programming 3、 The first set in the whole network PySpark4、 Industrial project practice

Sub second level real-time computing 05

  • Flink Core

Framework principle

Batch flow integration

Window operation

State operation

DataStream

Checkpoint

Flink SQL

Task scheduling

Load balancing

State management

Runtime

Implementation plan

Flink Performance monitoring and tuning

Flink Performance monitoring and tuning

Flink + Elasticsearch

Flink + Kafka

Flink + Pulsar

Flink + ClickHouse

Flink + Doris

  • Stage project practice Actual combat of the Internet of vehicles project Financial securities project practice video 1、 middleware & Storage framework ( Coming soon ) 2、Flink Development courses ( Coming soon ) 3、 Internet of vehicles real-time computing project ( Coming soon ) 4、 Financial securities project practice ( Coming soon )

  • Big factory interview 06

  • data structure

Stack

Trees

chart

Array

Linked list

Hashtable

High frequency algorithm

Sort

lookup

Array

character string

Linked list

Stack

queue

Binary tree

to flash back

Dynamic programming

greedy

Complexity

The real question of the interview

programing language

SQL

Hadoop ecology

Hive

Spark

Flink

Large factory structure

Meituan reviews the data warehouse structure

Xiaomi big data architecture

Ping An big data architecture

video 1、 Peking University Master's algorithm special course

link :https://pan.baidu.com/s/19zFkO4JBUAqTt9o2msu9gA?pwd=1234   Extraction code :1234  
 

Helpful to collect , Xiaozha continuously outputs high-quality dry goods


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