Taiwo joined AC Milan from Marseille last summer but has failed to establish himself.
He will be a useful addition for Mark Hughes as he looks to lift QPR up the table.
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Since Guus Hiddink arrived at the helm, Chelsea have improved considerably after a tricky start to the campaign.
Newcastle United are staring down the barrel of relegation to the Championship for the second time in the past eight years.