This is a study to better understand how a yoga intervention helps improve symptoms in people with chronic low back pain. This study will be a 12-week intervention of about 24 participants with chronic low back pain where all individuals will receive weekly yoga classes and instructions for home practice. The purpose of this study is to collect feasibility data and to conduct preliminary analyses in preparation for a larger planned NIH study.