Who Uses Hadoop?

An introduction to

Hello and welcome to An Introduction to Hadoop

Data Everywhere

“Every two days now we create as much information as we did from the dawn of civilization up until  2003”

Eric Schmidt

then CEO of Google

Aug 4, 2010

Read this quote. That data is something like 4 exabytes.

The Hadoop Project

Originally based on papers published by Google in 2003 and 2004

Hadoop started in 2006 at Yahoo!

  • Top level Apache Foundation project
  • Large, active user base, user groups
  • Very active development, strong development team

One way to do that analysis is through Hadoop

Who Uses Hadoop?

Rackspace for log processing. Netflix for recommendations. LinkedIn for social graph. SU for page recommendations.

Hadoop Components

Storage

Self-healing

high-bandwidth

clustered storage

Processing

Fault-tolerant

distributed

processing

HDFS cluster/healing. MapReduce

HDFS Basics

HDFS is a filesystem written in Java

  • Sits on top of a native filesystem
  • Provides redundant storage for massive amounts of data
  • Use cheap(ish), unreliable computers

Let’s talk about HDFS

HDFS Data

  • Data is split into blocks and stored on multiple nodes in the cluster
  • Each block is usually 64 MB or 128 MB (conf)
  • Each block is replicated multiple times (conf)
  • Replicas stored on different data nodes
  • Large files, 100 MB+

What is MapReduce?

MapReduce is a method for distributing a task across multiple nodes

Automatic parallelization and distribution

  • Each node processes data stored on that node (processing goes to the data, unlike Databases where data is brought to the query engine)

Hello and welcome to An Introduction to Hadoop

Read this quote. That data is something like 4 exabytes.

One way to do that analysis is through Hadoop

Rackspace for log processing. Netflix for recommendations. LinkedIn for social graph. SU for page recommendations.

HDFS cluster/healing. MapReduce

Let’s talk about HDFS

 

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Ethnic enclaves and there effect on Canada/Ontario.

 Explain Ethnic enclaves in general and then there presence in Canada/Ontario. List there positive and negative effects on Canada and immigrants. In the conclusion, talk about there future in Canada. ( P.S the essay is not bound to the following instructions. Other ideas could be added ) Sources: Ethnic Enclaves and Social Cohesion By: Mohammad Qadeer & Sandeep Kumar you can choose the other source

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As A Health Care Professional In Public Health, Compare When You Would Use Hypothesis Testing And When You Would Use Regression.

 As a health care professional in public health, compare when you would use hypothesis testing and when you would use regression.

 

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What factors make this policy most attractive to you as a future healthcare leader?

As you recall, number two on the National Quality Strategy Priorities is person-and family-centered care. Prior to the 1980s, family and visitors were restricted to a few hours at a time and absolutely prohibited to stay overnight. When family arrived on discharge day, they were given minimal instructions on the care of invasive treatments such as bladder irrigation and told to return only if there were problems. As a result, patients did return with raging infections, wound dehiscence, and irreparable complications.

Fortunately, with the advent of patient-and family-centered care, readmissions have been reduced because of adequate training and participation of caregivers. 

Reflect upon what you have learned about changing the concept from families as “visitors” to families as partners. Identify which policy you would prefer to see in your facility as a patient and as a healthcare leader. Use the Institute for Family- and Patient-Centered Care’s website to view sample policies.

1. Choose the policy you would like to see implemented as a family member and as a patient advocate. 

a. Be specific and use the policy content to support your opinion.

b. What factors make this policy most attractive to you as an advocate?

1. Choose the policy you would like to see implemented as a future healthcare leader.

a. Again, be specific and use the policy content to support your opinion.

b. What factors make this policy most attractive to you as a future healthcare leader?

 

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