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高级大数据系统课程列表:

Introduction to Big Data Systems

-What is big data and what is big data system?

--Video

-Problems in big data systems?

--Video

-Overview of the course

--Video

-Principles of big data system design

--Video

Basics of Linux Data Processing

-Manipulating Data on Linux

--Video

--Video

--Video

-Basics of Linux Data Processing--Manipulating Data

-Running Commands on a Single Machine

--Video

-Running Commands on a Single Machine--作业

-Using a Linux Cluster

--Video

-Using a Linux Cluster--作业

Distributed File System

-Storage for Big Data Computing: Distributed file system

--Video

-Storage for Big Data Computing: Distributed file system--作业

-File system and GFS

--Video

-File system and GFS--作业

-Understanding HDFS using Legos

--Video

-Understanding HDFS using Legos--作业

-File System Implementation and DFS

--Video

--Video

-File System Implementation and DFS--作业

MapReduce

-What is MapReduce and why

--Video

-What is MapReduce and why

-Learn MapReduce by playing with cards

--Video

-Processing pattern

--Video

-Processing pattern--作业

-Hadoop

--Video

-Hadoop--作业

-Algorithms in MapReduce

--Video

-Algorithms in MapReduce--作业

-Tutorial

--Video

In-memory Processing

-Background

--Video

-Background--作业

-Spark

--Video

-Spark--作业

-Use Spark for data mining

--Video

-Use Spark for data mining--作业

-Spark data processing

--Video

-Spark data processing--作业

-Experiment in Spark

--Video

-Experiment in Spark--作业

Streaming Data Processing

-Introduction to streaming data processing

--Video

-Introduction to streaming data processing--作业

-Storm

--Video

--Video

--Video

-Storm--作业

-Spark streaming

--Video

--Video

-Spark streaming--作业

NoSQL

-NoSQL introduction

--Video

-NoSQL introduction--作业

-Common Advantages

--Video

-Common Advantages--作业

-Bigtable

--Video

-Bigtable--作业

-Master Startup

--Video

-Master Startup--作业

-HBase

--Video

-HBase--作业

Graph Processing

-What is GraphDB and Graph data processing

--Video

-What is GraphDB and Graph data processing--作业

-Graph systems

--Video

-Graph systems

-Example of a GraphDB

--Video

-Example of a GraphDB--作业

Machine Learning System

-Mahout

--Video

-Mahout--作业

-Case Study: Recommendation

--Video

-Case Study: Recommendatio作业

-Recommendation in Mahout

--Video

-Recommendation in Mahout--作业

Video笔记与讨论

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