Alibaba Cloud Academy - Big Data Analysis Deep Dive
- Offered byCoursera
Big Data Analysis Deep Dive at Coursera Overview
Duration | 14 hours |
Start from | Start Now |
Total fee | Free |
Mode of learning | Online |
Difficulty level | Intermediate |
Official Website | Explore Free Course |
Credential | Certificate |
Big Data Analysis Deep Dive at Coursera Highlights
- Shareable Certificate Earn a Certificate upon completion
- 100% online Start instantly and learn at your own schedule.
- Flexible deadlines Reset deadlines in accordance to your schedule.
- Intermediate Level Some Big Data Background
- Approx. 14 hours to complete
- English Subtitles: English
Big Data Analysis Deep Dive at Coursera Course details
- 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!
Big Data Analysis Deep Dive at Coursera Curriculum
Python Structured Data Processing Quick Start
Introduction to Python Pandas and business scenarios
Loading data from different data types
Problems of the raw data
Data scrubbing
Data analysis and virtualization
Deal with more than one data set
SQL for Beginners - Basic Queries
Course Objectives
Select Statement Basic
SELECT statement with WHERE
SELECT with ORDER BY and Tips
Table Join
Troubleshooting
SQL Models for Syntax Checking
How to Manage MySQL Database with Commands
8 SQL Pitfalls: Are You Making These Mistakes?
How to Use Spark on Cloud Series 2 - Spark Python
Spark RDD Basic
Demo: Data analysis based on RDD
Demo: Data analysis based on Dataframe
Demo: Performance optimization
Demo: Mystery guest: Spark Streaming
Setting Up PySpark on Alibaba Cloud CentOS Instance
Python-based Spark job
Alibaba Cloud Big Data Quickstart Series: Data Integration
General Process of Data Integration
MaxCompute Basic
DataWorks Basic
Demo: Data Integration From OSS,RDS to MaxCompute
Data Integration Over
MaxCompute Quickstart
Dataworks Quickstart
Alibaba Cloud MaxCompute - Data Transmission
Overview
Tunnel command
Tunnel command parameter
Introduction of Tunnel SDK
What is MaxCompute?
Introduction to the tools
Analyze Log Data with Alibaba Cloud Big Data Platform
The value of web clickstream log data
Comparison of two methods to process data
MaxCompute Basics
Quick BI Basics
Demo: Quick start of MaxCompute and Quick BI
Analyze a large number of logs inexpensively
Consume Log Service data
Data Development with DataWorks and MaxCompute
An overview of the course
The Overview of DataWorks
Demonstration of DataWorks - Data Acquisition
Demonstration of DataWorks - Data Processing
Demonstration of DataWorks - Data Quality Monitoring
Recap
Data development process
Migrate data from Hadoop to MaxCompute
Using Hive and Hadoop on E-MapReduce
Learning Objectives and Review
What Is E-MapReduce
E-MapReduce Quick Start
Hive Introduction
Advanced Application of Hive
Use of Hive on E-MapReduce
Recap
Create a Hadoop streaming job
Create and run a Hive job
Using Spark on E-MapReduce
Learning Objectives and Review
Spark Introduction
Overview of Spark RDD
Spark SQL
Spark Streaming Programming
Recap
Use Spark Streaming jobs to process Kafka data
MaxCompute in Spark
Quickly Generate Business Intelligence Diagrams With QuickBI
Course objectives
Course content briefing
Background introduction of BI
Commonly used charts introduction part one
Demo of commonly used charts part one
Commonly used charts introduction part two
Demo of commonly used charts part two
New Video
Demo of commonly used charts part three
Summary of all charts in categories
End to end demo introduction
End to end demo
Recap
Create a Dashboard
Quickly Generate Large Dashboards For Data Visualization
Course overview and objectives
Data Visualization Introduction
Alibaba Cloud DataV Introduction
Visual data dashboard design
New Video
Widget Layouts
Widget Overview
Data Visualization Using Python
Index
Data Visualization Overview
Python Visualization Tool - Matplotlib
Python Visualization Tools - Pandas & Seaborn
A Practical Python Data Visualization Example
Recap
Final Exam