How to Cite: Srilakshmi, M., Purohit, N., Rajesh, P., David, D. B., Rani, M., & Anandaram, H. (2022). Advancement of natural language programming, machine learning and electronic health records for the digital health science field. International Journal of Health Sciences, 6(S4), 5062–5070. https://doi.org/10.53730/ijhs.v6nS4.9272 International Journal of Health Sciences ISSN 2550-6978 E-ISSN 2550-696X © 2022. Manuscript submitted: 27 March 2022, Manuscript revised: 18 May 2022, Accepted for publication: 9 June 2022 5062 Advancement of natural language programming, machine learning and electronic health records for the digital health science field M. Srilakshmi Assistant professor, Department of chemistry, V.r.siddhartha engineering college,Vijayawada-07 Corresponding author email: srilakshmi771977@gmail.com Dr Nitin Purohit Associate professor, Department of computer science, Kebri Dehar University, Ethiopia Email: nitinpurohit111@gmail.com Dr. P. Rajesh Assistant Professor, PG Department of Computer Science, Government Arts College, Chidambaram - 608 102, (Deputed from Dept. of Computer and Information Science, Annamalai University, Annamalainagar) Tamil Nadu, India Email: rajeshdatamining@gmail.com Dr. D. Beulah David Professor, Institute of Information Technology, Saveetha School of Engineering, Chennai Email: beulahdavid.sse@saveetha.com Dr. k. s. v. k. s. Madhavi Rani Associate professor, Department of zoology, Ch.S.D.St. Theresa's (A) College For Women, Gavaravaram, Eluru - 534003, Eluru District, Adhra Pradesh Email: madhaviraniksvks@gmail.com Dr. Harishchander Anandaram Assistant Professor, Centre for Excellence in Computational Engineering and Networking, Amrita Vishwa Vidyapeetham, Coimbatore, Tamil Nadu, India Email: a_harishchander@cb.amrita.edu Abstract---The widespread use of “electronic health record systems (EHRs)” in health care provides a large amount of real-world data, opening up new opportunities for medical trials. “Deep learning, a subset of machine learning (ML)”, has experienced a meteoric rise in popularity over the last six years, owing to advances in computing