Electronic Health Record (EHR) has initiated the onset of transformation in healthcare by digitizing valuable patient information. Still, about 70% of human-generated data like clinical notes and audio interview transcripts, which is a part of EHR remain unused. This unstructured data, if successfully processed, could turn into an information gold mine. They carry valuable information that could potentially help healthcare providers in making the right decisions and even foresee complications that may occur during the course of a procedure. While the value of structured data in EHRs are well known, research shows that the real-world data captured in the unstructured format too holds immense value.