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Published byAmi Moody Modified over 9 years ago
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DATA MINING IN CLOUD COMPUTING Xxxxxxx -11/27/2012 - DSCI 5240
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Gone Flying Internet is vital in our lives: Personal and professional Cloud Computing is the latest trend in business and IT Data Mining processes can be: Exhaustive Resource consuming Costly
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Agenda Data Mining Cloud Computing Cloud Mining
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Data Mining “The extraction of hidden predictive information from large databases” Discover useful patterns and relationships Predict future trends and behaviors Knowledge-driven decisions
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Data Mining Regression Clustering Decision trees Classification Neural Networks Association
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Cloud Computing Software and hardware delivered as services over the Internet On demand Self-service Elastic Broad network access Resource pooling
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Cloud Computing
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How did we get here?
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Data Mining in the Cloud Process of extracting structured information from unstructured or semi-structured web data sources
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Data Mining in the Cloud Benefits Good option to handle Big Data You only pay for DM tools he needs Faster deployment and value No maintenance of hardware or software Accessible anywhere and anytime (Web browser) Enables creating analytical sandboxes on demand to optimize response to sudden market changes Offload expensive processing from overburdened in house solutions
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Data Mining in the Cloud Challenges Terms of contract with vendors: SLAs and contingency plans. Regular data transfers from the company to the cloud over the internet. Security: Companies have no control of their data beyond their firewalls Dependability on multiple systems: Vendor’s servers, ISP uptime, etc.
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