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I would like to learn SQL.  Is there a way I can learn it on my PC (compiler, program, etc)?

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You do not need a compiler or a software developer toolkit to learn Sql.
You need a Relational Database Management System installed on your computer. Examples of these are: Oracle, Microsoft Access, SQL Server.
Click here to read more about the platforms required for learning sql!