CDS 101 Midterm Study Guide

Computational Data Science Midterm Study Guide for GMU

67 cards   |   Total Attempts: 188
  

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Cards In This Set

Front Back
Computational Science
Computational Science is the rational examination of the natural world using computational methods
Methods of Computational Science
This science involves computers to create models, simulations,programming using math, and test scenarios that is both accurate and primarily cost-effective technology
Data Science
This is the science of using data methods to make scientific discoveries. looking at trends and analyzing data to make discoveries.
Methods in Data Science
This includes Data mining, visualization, statistics, and web science
Age of Data
Yesterday, there was a few terabytes of data

Today there are many terabytes here

Tomorrow there are 100s of petabytes
The Data Flood
The amount of data in our society is growing at an extraordinary rate due to the widespread availability and advancement of technology
More Data
There isn't just more data, there are different types of data that we must find an approach to
Science
The system of acquiring knowledge and information through gathering empirical data and observations
Theory and Experimentation
A theory can be tested in an experiment in computational data sciences through simulation and modeling using math
Data Science
Connects experiments back to theory helping analyze and identify trends in data to evaluate theory
Science
The process that leads to a set of facts and is very dynamic meaning its not definite but evolving
Scientific Contribution
Science can be contributed to by anyone
Scientific Method
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
Characterization
Describing or relating how something looks to you
CDS and Data Sciences
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