Would replacing all our fossil-energy sources with solar and wind power be practical?

All have some advantages and disadvantages.

Would it make sense to abandon all our current fossil fuel power sources and replace them with windmills and solar panels? Would we see a major decrease in CO2 levels as a result?
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