Preoperative Cisplatin and Bevacizumab in ER-, PR-, HER2 Negative Breast Cancer

* To prepare for surgery, a small "clip" will be placed into the tumor area so that the surgeon can locate the site of the tumor at the time of surgery. This is a standard procedure for breast cancer. * The study drugs will be given in four 3-week cycles (about 3 months). Participants will come into the clinic each day they receive study treatment intravenously. Cisplatin will be given on day one of the treatment cycle (once every 3 weeks) for four cycles. Bevacizumab will be given on day one of the treatment cycle for three cycles. * On day one of each 3-week cycle a physical exam, routine blood tests and urine test will be performed. 7-8 days after chemotherapy, blood tests and a hearing test will be performed. A preoperative study visit will take place 7-10 days before surgery and a physical exam, routine blood tests, Electrocardiogram (EKG) and an Magnetic Resonance Imaging (MRI) of the breast will be performed. * Surgery to remove the tumor will occur at least three weeks after the last dose of cisplatin and is considered standard of care. * Postoperative chemotherapy will begin at least three weeks after surgery. Everyone on the research study will receive four 2-week cycles of doxorubicin and cyclophosphamide plus bevacizumab. After the 8 weeks, the doctor will decide which of the following two treatment regimens the participant will receive: Bevacizumab for four 2-week cycles (once every two weeks) or; Paclitaxel plus bevacizumab for four 2-week cycles (once every two weeks). * At the end of the postoperative chemotherapy, the participant will return to the clinic for a medical history, physical exam, vital signs, performance status, routine blood tests, multiple gated acquisition scan (MUGA) or Echocardiogram Scans, and a hearing test.