 For this study, the investigators hope to see if they can help COPD Latino and African-American patients with access to this needed resource through telehealth PR. They will compare standard PR and telehealth PR to determine if telehealth results in better outcomes for patients with moderate to severe COPD who were recently discharged from the hospital for COPD. The primary outcome the investigators will assess will be change in re-hospitalization rates. The secondary outcomes will include: change in quality of life, preparation to make decisions about clinical care, improved functional capacity, decreased dyspnea, anxiety, and depression. 