Education: Learning fundamental principles (such as the reasons why a language is what it is) which typically takes a long time (from years for a degree to several months for a course)
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typically offered by non-profit organizations such as schools and universities
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Training: Learning technical skills such as a computer language in a time which is usually measured in days or weeks
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you can train HPF but educate in data-parallel languages
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often offered by commercial companies
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often associated with retraining workers (continuing "education")
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However education and training have similar technology support issues
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