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Big Data Machine Learning using Apache Spark MLlib

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Presentation on theme: "Big Data Machine Learning using Apache Spark MLlib"— Presentation transcript:

1 Big Data Machine Learning using Apache Spark MLlib
Mehdi Assefi , Ehsun Behravesh , Guangchi Liu , and Ahmad P. Tafti

2 Motivation Big Data World! Applications Challenges
healthcare informatics genomic data analysis text mining stochastic modeling Challenges Cost Time

3 Major Libraries

4 Major Libraries Apache Spark StreamingEnhanced situational awareness,
Apache Spark SQL, Spark GraphX, Apache Spark MLlib ,

5 Apache Spark MLlib platform independent open-source libraries distributed architecture and automatic data parallelization

6 Functions Regression dimension reduction Classification Clustering
rule extraction

7 Pathway

8 Experimental Evaluation
Datasets VMWARE Cluster environment Machine Learning Algorithms

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11 Results

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18 Conclusion

19 Questions?


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