This phase II trial studies how well giving carboplatin and paclitaxel albumin-stabilized nanoparticle formulation together before surgery works in treating patients with locally advanced or inflammatory triple negative breast cancer. Drugs used in chemotherapy, such as carboplatin and paclitaxel albumin-stabilized nanoparticle formulation, work in different ways to stop the growth of tumor cells, either by killing the cells or by stopping them from dividing. Giving chemotherapy before surgery may make the tumor smaller and reduce the amount of normal tissue that needs to be removed.