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If you didn’t deauthorize your computer before you re-installed Windows or upgraded your RAM, hard disk, or other system components, your computer might be using multiple authorizations. Try to deauthorize your computer a few times until it’s no longer authorized, then authorize your computer again. After you do this, it will use only one authorization.

Higher institutions are also often on the losing end of a bidding war for highly qualified professors in computer science fields, officials said. The median pay range for a college professor in computer science is between $86,245 and $152,756, according to PayScale and other industry estimates. The top 10 percent of people with doctoral degrees in computer science can earn more than $170,600 in the private sector. Under certain conditions, they earn far more, industry observers said.

More than half the people earning doctoral degrees in computer science in recent years have taken jobs in private industry, according to the National Academies of Sciences, Engineering and Medicine. The average increase in tenure-track computer science faculty at research institutions from 2005 to 2015 was only about 10 percent of the increase in computer science majors, the group said.

A computer will solve problems in exactly the way it is programmed to, without regard to efficiency, alternative solutions, possible shortcuts, or possible errors in the code. Computer programs that learn and adapt are part of the emerging field of artificial intelligence and machine learning Artificial intelligence based products generally fall into two major categories: rule based systems and pattern recognition systems. Rule based systems attempt to represent the rules used by human experts and tend to be expensive to develop. Pattern based systems use data about a problem to generate conclusions. Examples of pattern based systems include voice recognition, font recognition, translation and the emerging field of on-line marketing.

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