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Computational Science
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Computational Science is the rational examination of the natural world using computational methods
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Methods of Computational Science
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This science involves computers to create models, simulations,programming using math, and test scenarios that is both accurate and primarily cost-effective technology
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Data Science
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This is the science of using data methods to make scientific discoveries. looking at trends and analyzing data to make discoveries.
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Methods in Data Science
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This includes Data mining, visualization, statistics, and web science
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Age of Data
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Yesterday, there was a few terabytes of data
Today there are many terabytes here Tomorrow there are 100s of petabytes |
The Data Flood
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The amount of data in our society is growing at an extraordinary rate due to the widespread availability and advancement of technology
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More Data
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There isn't just more data, there are different types of data that we must find an approach to
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Science
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The system of acquiring knowledge and information through gathering empirical data and observations
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Theory and Experimentation
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A theory can be tested in an experiment in computational data sciences through simulation and modeling using math
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Data Science
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Connects experiments back to theory helping analyze and identify trends in data to evaluate theory
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Science
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The process that leads to a set of facts and is very dynamic meaning its not definite but evolving
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Scientific Contribution
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Science can be contributed to by anyone
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Scientific Method
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1.Data Collection: observation and characterization
2.Inference: Formulation of a hypothesis
3.Deduction: Formulation of a predictive test
4.Experimental design and testing
5.Error characterization and elimination
6.Review results: Validation and/or Revision of hypothesis
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Characterization
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Describing or relating how something looks to you
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CDS and Data Sciences
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CDS: Models and Tests Theories and Experiments to generate new data by following scientific method
Data Science: Explores and studies data to find trends or relevant information that is knowledge |