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[2017-0437]G258-A364

20178212017829

09:00-12:00, 13:00-17:00

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20178212017829

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54

13

hadoopspark

Hadoop

1 -

2 -

3 -

4 - Hadoop

5 - Hadoop HDFS

6 - MapReduce

7 - MapReduce

8 - MapReduce

9 - Hadoop2.0 - YARN

10 - Hadoop2.0 - YARN App / Resource / Node

11 - HIVE

12 - HIVE

13 - HIVE

14 - HBase

15 - HBaseAPI

16 - HBase

17 - HBaseMapReduce

18 - NoSQL

19 - NoSQL

19 - Flume

20 - Pig

21 - Impala

22 - Solr

23 - Xquery Hadoop

24 - Spark

25 - Apache Sqoop / Apache Sqoop 2

26 - OLH /OSCH

27 - Big Data SQL

28 - R

29 -

30 -

31 -

1.

2. NFL

3. Hadoop V2

4. Hadoop V2

5. Hadoop V2

6. Hadoop V2HDFS

7. Hadoop V2HDFS

8. MapReduceWordcount

9. MapReduce

10. MapReduceCombiner

11. MapReducePartitioner

12. MapReduceShuffleSort

13. YARN

14. YARN

15. YARNYARNHadoop

16. YARNApplication / Resource / Node

17. HIVE

18. HIVE

19. HIVE

20. HIVEHiveQL

21. Hbase

22. HbaseSHELL -

23. HbaseHbaseAPICRUD///

24. HbaseHbaseAPI

25. Hbase

26. HbaseMapReduce -

27. HbaseHbase

28. Hbase

29. NoSQL

30. NoSQL

31. NoSQL

32. CLIFuse DFSFlume

33. Pig

34. ImpalaHive/HDFS/Hbase

35. ClouderaSolr

36. ClouderaSolr

37. ClouderaSolrOXH

38. ClouderaSolrHUE

39. XqueryHadoopOXH

40. Hive UDF/SerDEXML

41. Xquery

42. Spark

43. Storm on YARN

44. Apache Sqoop/

45. OLH/OSCH/OSCH

46. ODI/OGG

47. SQL

48. SQLHDFS

49. SQLHive MatadataHDFS

50. SQLHDFS

51. SQLHadoopSQL

52. R

53.

54. MapReduce

55. HDFS

56. HUEHive Query Editor

1

2

3

4

5

6Twitter

7

8

Spark1Spark

Spark2Spark 1.6 on YARN

Spark3Apache ZeppelinSpark

Spark4SparkHiveORC

Spark5Ipython NotebookSpark

Spark6Apache ZeppelinSpark

Spark7Spark

1

14

HadoopHadoopSparkYarnStromHadoop HadoopOPENSTACKIaaSSaaSPaaSDockerHadoop

1 - OpenStack

2 - Linux

3 - MySQL

4 - MySQL

5 - MongoDB

6 - OpenStack Keystone

7 - OpenStack Dashboard

8 - OpenStack GlanceNOVA

9 - OpenStack Swift

10 - OpenStack Cinder

11 - OpenStack Neutron

12 - OpenStack BDaaS

13 - Hadoop

14 -

15 - Hadoop

16 -

17 - DockerContainer

1. OpenStack

2. Linux

3. Linux

4. MySQLMySQL

5. MySQLMySQL

6. MangoDBMangoDB

7. KeystoneSSL

8. KeystoneLADP

9. Keystone

10. DashboardGUI

11. Flavor

12. Instance - ISO

13. InstanceVNC

14. Instance

15. InstanceScale-Up

16. Swift

17. Swift

18. Volume

19. NFS

20. GlusterFS

21. Neutron/

22. NeutronDHCP/DNS/

23.

24.

25.

26. BDaaS

27. BDaaS//

28. BDaaS

29. BDaaS

30. BDaaSScale-Out

31. BDaaSScale-Up

32. BDaaSCloudera

33. BDaaSMapR

34. BDaaSSpark

35. BDaaSStrom

36. BDaaSShell

37. BDaaSJAVA

38. BDaaSHive

39. BDaaSPig

40. BDaaSSpark

41.

42.

43. AWSEMR

44. Hadoop

45.

1

15

SQL API

1 -

2 -

3 -

4 -

5 -

6 -

7 -

8 -

9 -

10 -

11 -

12 -

13 -

14 -

15 - JSON

1.

2.

3.

4.

5.

6.

7.

8.

9.

10.

11.

12. Schema

13.

14.

15.

16.

17. Schema

18.

19.

20.

21.

22.

23.

24.

25. SQL

26. EM

27. JSON

28.

29. (SNS)

30.

1

16

R

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2 - R

3 - / / /

4 -

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7 - OREORE

8 - ORER

9 - RORE

10 - R

11 - R / /

12 - R

13 - R

14 - R /

15 -

16 - OREORE

17 - OREORE

18 - OREORE

19 - ORE

20 - RR

21 - RR

22 - RSQL

23 - RSQLXML/PNG

24 - OREORE

25 - ORE

26 - ORER

27 - ORE

28 - GGplot2ggplot2 CRAN

29 - RR CRAN

1. RR

2. RRR

3. RRstudioR

4. RORE

5. R

6. R

7. R

8. R

9. R

10. R

11.

12. Boxplot

13. Lattice

14.

15.

16.

17.

18.

19.

20. ORER

21. OREore.frame

22. OREscale()transform()

23. OREsplit()sapply()

24. ORE

25. RR

26. RSQL

27. OREore.odmSVM()

28. OREore.odmOC()

29. OREore.predict()

30.

1

17

Python

Python

1NumPy/Pandas

2Scrapy Web

3

4

5Matplotlib

1 - Python

2 - Python

3 - PythonIPython HTML Notebook

4 - PythonNumPy

5 - PythonNumPy

6 - PythonNumPy

7 - PythonNumPy

8 - PythonPandas

9 - PythonPandas

10 - PythonPandas

11 - PythonPandas

12 -

13 - HTML

14 - JavaScript

15 -

16 -

17 - Python

18 -

19 -

20 -

21 -

22 -

23 -

24 -

25 -

26 -

27 -

28 -

29 -

30 - Matplotlib API

31 - Pandas

32 -

1. PythonPythoniPython

2. PythonNumPy

3. PythonPandas

4. PythonMatplotlib

5. NumPyn

6. NumPyn

7. NumPyn

8. NumPyn

9. PandasDgraphHadoop

10. Pandas

11. Pandas

12. Scrapy

13. Google / Twitter API

14.

15.

16.

17.

18.

19.

20.

21. GroupBy

22.

23.

24.

25.

26.

27.

28.

29.

30.

31.

32.

1

18

JET 2.0SparkSQL ServerDB2MySQLTeradataRedshiftHiveImpalaMangoDBSybase IQSalesforceGreenplumRightNow

1 -

2 -

3 -

4 -

5 -

6 -

7 -

8 -

9 -

10 -

11 -

12 -

13 -

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15 -

16 - Spark

17 -

18 -

19 -

19 - IP/GEO//

20 - DGraphHDFS

21 -

22 -

23 -

24 -

25 -

26 - JET

27 - JET

28 - JETKnockout.jsHTML

29 - JETJET

30 - JET

31 - JET

32 - JET

33 - JET

34 - JET

35 - JET

1. BDD

2.

3.

4.

5.

6. Spark

7.

8. IPGEO

9. DgraphHadoop

10.

11. - WorkBetter

12. - Style Lab

13. / / / /

14. / / /

15. / / / /

16. / / /

17. / / And /

18. / / / /

19. / / / /

20. / /

21. / / /

22. / /

23. / /

24.

25. / / / /

26. Nbox / PictoChart / Sun Burst

27. / GEO / /

OOW 2015 - Node.js

R

R

R

1

19

hadoopspark

1

2Hadoop

3Hadoop

4HBase

5NoSQL

6

7MapReduce

8

9

10

11

12HadoopHive

13Hadoop

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2-1Hadoop

3-1HDFS

4-1HBase

5-1NoSQL

6-1RDS-for-MySQL

7-1MapReduce

7-2MapReduceJoin

8-1-

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10-1D3

10-2Tableau

10-3Easel.ly

10-4ECharts

11-1

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13-1Spark

14-1

14-2

14-3HRM

1

20

Cloudera Distribution including Apache Hadoop (CDH5.7.0) Apache Hadoop (Core)

Apache AccumuloApache Flume Apache Hbase

Apache Hive HUE Apache Impala

Apache Kafka Apache Pig Apache Sentry

Cloudera Search Apache Spark

Apache SqoopCloudera Manager (5.7.0)

1

21

Linux 6.7 Database 12c Release 1 Enterprise Edition (12.1.0.2)

Big Data SQL - Enabled external tables

Multitenant Advanced Analytics OLAP

Partitioning Spatial and Graph Big Data Connectors 4.5 SQL Connector for HDFS 3.5.0

Loader for Hadoop 3.6.0 Data Integrator 12c

R Advanced Analytics for Hadoop 2.6.0

XQuery for Hadoop 4.5.0 NoSQL Database Enterprise Edition 12cR1 (4.0.5) Big Data Spatial and Graph 1.2 JDeveloper 12c (12.1.3)

SQL Developer and Data Modeler 4.1.3 with REST Data Services 3.0.5

Data Integrator 12cR1 (12.2.1)

GoldenGate 12c (12.2.0.1.1)

R Distribution 3.2.0 Perfect Balance 2.7.0

Table Access for Hadoop and Spark (1.1)

1

22

Big Data Discovery 1.2

1

23

1

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