Biosensing, a detection of physiological changes in a living organ system, has proven to be an innovative tool in biomedical fields as they can promptly inform healthcare providers to perform necessary therapeutic interventions to facilitate the patient’s recovery process. Our research focuses on developing biosensors to observe the physiological status of damaged areas in patients. We both design hardware and develop novel signal processing and machine learning algorithms to obtain high-quality sensor measurements.