Can I compile WEKA into native code?

Yes, you have the following options:
  • Excelsior JET - a commercial tool for compiling Java into native code (Windows/Linux)
  • gcj - a free, cross-platform tool for compiling Java into native code
    see the article Compiling WEKA with gcj for more details.