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Big Data Analysis Deep Dive
  • Level Professional
  • المدة 14 ساعات hours
  • الطبع بواسطة Alibaba Cloud Academy
  • Offered by

عن

The job market for architects, engineers, and analytics professionals with Big Data expertise continues to increase. The Academy’s Big Data Career path focuses on the fundamental tools and techniques needed to pursue a career in Big Data. This course includes: data processing with python, writing and reading SQL queries, transmitting data with MaxCompute, analyzing data with Quick BI, using Hive, Hadoop, and spark on E-MapReduce, and how to visualize data with data dashboards. Work through our course material, learn different aspects of the Big Data field, and get certified as a Big Data Professional!

الوحدات

Introduction to Python Pandas and business scenarios

    • 1 Videos
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1 Videos

  • Introduction to Python Pandas and business scenarios

Loading data from different data types

    • 1 Videos
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1 Videos

  • Loading data from different data types

Problems of the raw data

    • 1 Videos
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1 Videos

  • Problems of the raw data

Data scrubbing

    • 1 Videos
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1 Videos

  • Data scrubbing

Data analysis and virtualization

    • 1 Videos
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1 Videos

  • Data analysis and virtualization

Deal with more than one data set

    • 1 Videos
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1 Videos

  • Deal with more than one data set

Course Objectives

    • 1 Videos
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1 Videos

  • Course Objectives

Select Statement Basic

    • 1 Videos
    • 1 Readings
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1 Videos

  • Select Statement Basic

1 Readings

  • How to Manage MySQL Database with Commands

SELECT statement with WHERE

    • 1 Videos
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1 Videos

  • SELECT statement with WHERE

SELECT with ORDER BY and Tips

    • 1 Videos
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1 Videos

  • SELECT with ORDER BY and Tips

Table Join

    • 1 Videos
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1 Videos

  • Table Join

Troubleshooting

    • 1 Videos
    • 1 Readings
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1 Videos

  • Troubleshooting

1 Readings

  • 8 SQL Pitfalls: Are You Making These Mistakes?

SQL Models for Syntax Checking

    • 1 Videos
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1 Videos

  • SQL Models for Syntax Checking

Spark RDD Basic

    • 1 Videos
    • 1 Readings
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1 Videos

  • Spark RDD Basic

1 Readings

  • Setting Up PySpark on Alibaba Cloud CentOS Instance

Demo: Data analysis based on RDD

    • 1 Videos
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1 Videos

  • Demo: Data analysis based on RDD

Demo: Data analysis based on Dataframe

    • 1 Videos
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1 Videos

  • Demo: Data analysis based on Dataframe

Demo: Performance optimization

    • 1 Videos
    • 1 Readings
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1 Videos

  • Demo: Performance optimization

1 Readings

  • Python-based Spark job

Demo: Mystery guest: Spark Streaming

    • 1 Videos
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1 Videos

  • Demo: Mystery guest: Spark Streaming

General Process of Data Integration

    • 1 Videos
    • 1 Readings
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1 Videos

  • General Process of Data Integration

1 Readings

  • Data Integration Over

MaxCompute Basic

    • 1 Videos
    • 1 Readings
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1 Videos

  • MaxCompute Basic

1 Readings

  • MaxCompute Quickstart

DataWorks Basic

    • 1 Videos
    • 1 Readings
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1 Videos

  • DataWorks Basic

1 Readings

  • Dataworks Quickstart

Demo: Data Integration From OSS,RDS to MaxCompute

    • 1 Videos
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1 Videos

  • Demo: Data Integration From OSS,RDS to MaxCompute

Overview

    • 1 Videos
    • 1 Readings
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1 Videos

  • Overview

1 Readings

  • What is MaxCompute?

Tunnel command

    • 1 Videos
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1 Videos

  • Tunnel command

Tunnel command parameter

    • 1 Videos
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1 Videos

  • Tunnel command parameter

Introduction of Tunnel SDK

    • 1 Videos
    • 1 Readings
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1 Videos

  • Introduction of Tunnel SDK

1 Readings

  • Introduction to the tools

The value of web clickstream log data

    • 1 Videos
    • 1 Readings
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1 Videos

  • The value of web clickstream log data

1 Readings

  • Analyze a large number of logs inexpensively

Comparison of two methods to process data

    • 1 Videos
    • 1 Readings
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1 Videos

  • Comparison of two methods to process data

1 Readings

  • Consume Log Service data

MaxCompute Basics

    • 1 Videos
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1 Videos

  • MaxCompute Basics

Quick BI Basics

    • 1 Videos
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1 Videos

  • Quick BI Basics

Demo: Quick start of MaxCompute and Quick BI

    • 1 Videos
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1 Videos

  • Demo: Quick start of MaxCompute and Quick BI

An overview of the course

    • 1 Videos
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1 Videos

  • An overview of the course

The Overview of DataWorks

    • 1 Videos
    • 1 Readings
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1 Videos

  • The Overview of DataWorks

1 Readings

  • Data development process

Demonstration of DataWorks - Data Acquisition

    • 1 Videos
    • 1 Readings
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1 Videos

  • Demonstration of DataWorks - Data Acquisition

1 Readings

  • Migrate data from Hadoop to MaxCompute

Demonstration of DataWorks - Data Processing

    • 1 Videos
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1 Videos

  • Demonstration of DataWorks - Data Processing

Demonstration of DataWorks - Data Quality Monitoring

    • 1 Videos
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1 Videos

  • Demonstration of DataWorks - Data Quality Monitoring

Recap

    • 1 Videos
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1 Videos

  • Recap

Learning Objectives and Review

    • 1 Videos
    • 1 Readings
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1 Videos

  • Learning Objectives and Review

1 Readings

  • Create a Hadoop streaming job

What Is E-MapReduce

    • 1 Videos
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1 Videos

  • What Is E-MapReduce

E-MapReduce Quick Start

    • 1 Videos
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1 Videos

  • E-MapReduce Quick Start

Hive Introduction

    • 1 Videos
    • 1 Readings
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1 Videos

  • Hive Introduction

1 Readings

  • Create and run a Hive job

Advanced Application of Hive

    • 1 Videos
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1 Videos

  • Advanced Application of Hive

Use of Hive on E-MapReduce

    • 1 Videos
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1 Videos

  • Use of Hive on E-MapReduce

Recap

    • 1 Videos
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1 Videos

  • Recap

Learning Objectives and Review

    • 1 Videos
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1 Videos

  • Learning Objectives and Review

Spark Introduction

    • 1 Videos
    • 1 Readings
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1 Videos

  • Spark Introduction

1 Readings

  • Use Spark Streaming jobs to process Kafka data

Overview of Spark RDD

    • 1 Videos
    • 1 Readings
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1 Videos

  • Overview of Spark RDD

1 Readings

  • MaxCompute in Spark

Spark SQL

    • 1 Videos
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1 Videos

  • Spark SQL

Spark Streaming Programming

    • 1 Videos
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1 Videos

  • Spark Streaming Programming

Recap

    • 1 Videos
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1 Videos

  • Recap

Course objectives

    • 1 Videos
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1 Videos

  • Course objectives

Course content briefing

    • 1 Videos
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1 Videos

  • Course content briefing

Background introduction of BI

    • 1 Videos
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1 Videos

  • Background introduction of BI

Commonly used charts introduction part one

    • 1 Videos
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1 Videos

  • Commonly used charts introduction part one

Demo of commonly used charts part one

    • 1 Videos
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1 Videos

  • Demo of commonly used charts part one

Commonly used charts introduction part two

    • 1 Videos
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1 Videos

  • Commonly used charts introduction part two

Demo of commonly used charts part two

    • 1 Videos
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1 Videos

  • Demo of commonly used charts part two

Commonly used charts introduction part three

    • 1 Videos
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1 Videos

  • New Video

Demo of commonly used charts part three

    • 1 Videos
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1 Videos

  • Demo of commonly used charts part three

Summary of all charts in categories

    • 1 Videos
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  • Summary of all charts in categories

End to end demo introduction

    • 1 Videos
    • 1 Readings
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1 Videos

  • End to end demo introduction

1 Readings

  • Create a Dashboard

End to end demo

    • 1 Videos
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1 Videos

  • End to end demo

Recap

    • 1 Videos
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1 Videos

  • Recap

Course overview and objectives

    • 1 Videos
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1 Videos

  • Course overview and objectives

Data Visualization Introduction

    • 1 Videos
    • 1 Readings
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1 Videos

  • Data Visualization Introduction

1 Readings

  • Widget Layouts

Alibaba Cloud DataV Introduction

    • 1 Videos
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1 Videos

  • Alibaba Cloud DataV Introduction

Visual data dashboard design

    • 1 Videos
    • 1 Readings
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1 Videos

  • Visual data dashboard design

1 Readings

  • Widget Overview

Demo: DataV Operations

    • 1 Videos
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1 Videos

  • New Video

Index

    • 1 Videos
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  • Index

Data Visualization Overview

    • 1 Videos
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1 Videos

  • Data Visualization Overview

Python Visualization Tool - Matplotlib

    • 1 Videos
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1 Videos

  • Python Visualization Tool - Matplotlib

Python Visualization Tools - Pandas & Seaborn

    • 1 Videos
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1 Videos

  • Python Visualization Tools - Pandas & Seaborn

A Practical Python Data Visualization Example

    • 1 Videos
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1 Videos

  • A Practical Python Data Visualization Example

Recap

    • 1 Videos
    • 1 Assignment
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1 Assignment

  • Final Exam

1 Videos

  • Recap

Auto Summary

Dive into the world of Big Data with this comprehensive course by Coursera, designed for IT & Computer Science professionals. Master data processing with Python, SQL, MaxCompute, Quick BI, Hive, Hadoop, and Spark on E-MapReduce. Gain expertise in data visualization and become a certified Big Data Professional. With 840 hours of content, choose between Starter and Professional subscriptions to enhance your career in the high-demand Big Data field.

Jeremy Pedersen
Instructor

Jeremy Pedersen