Lynda.com Video Eğitim Seti - Hadoop Esasları - İngilizce
(Hadoop Fundamentals)
- Understanding the limits of relational database management systems
- Introducing CAP (consistency, availability, partitioning)
- Understanding big data
- Introducing Hadoop
- Understanding the difference between HBase and Hadoop
- Exploring the future of Hadoop
- Understanding Java virtual machines (JVMs)
- Exploring Hadoop Distributed File System (HDFS) and other file systems
- Introducing Hadoop cluster components
- Exploring the Apache and Cloudera Hadoop distributions
- Exploring the Hortonworks and MapR Hadoop distributions
- Exploring Cloudera Hadoop via Cloudera Live
- Understanding Hadoop versions
- Using Amazon Web Services (AWS) and Microsoft cloud-hosted Hadoop
- Understanding the parts and pieces
- Hosting Hadoop locally with the Cloudera developer distribution
- Setting up the Cloudera Hadoop developer virtual machine (VM)
- Adding Hadoop libraries to your test environment
- Picking your programming language and IDE
- Exploring the Cloudera VM IDE
- Understanding MapReduce 1.0
- Exploring the components of a MapReduce job
- Working with the Hadoop file system
- Using the console to run a MapReduce job
- Reviewing the code for a MapReduce WordCount job
- Running and tracking Hadoop jobs
- Tuning by physical methods
- Tuning a mapper
- Tuning a reducer
- Using a cache for lookups
- Understanding MapReduce 2.0
- Coding a basic WordCount in Java using MapReduce 2.0
- Exploring advanced WordCount in Java using MapReduce 2.0
- Introducing Hive and HBase
- Understanding Hive
- Revisiting WordCount using Hive
- Understanding more about HQL query optimization
- Exploring Hive tools in the Cloudera distribution and the Hue web console
- Introducing Pig
- Understanding Pig
- Exploring use cases for Pig
- Exploring Pig tools in the Cloudera distribution
- Introducing Oozie
- Building a workflow with Oozie
- Introducing Sqoop
- Importing data with Sqoop
- Introducing Flume
- Introducing ZooKeeper
- Using ZooKeeper to coordinate workflows
- Introducing Impala
- Using Impala
- Introducing Mahout
- Introducing Storm
- Introducing Apache Spark
- Understanding the Hive landscape
- Using Tableau, Excel, and traditional tools
- Using D3, BigML, and new tools