• Dr. Ritesh Vaidya

Auscultation, a non-invasive and real-time method integral to physical examinations, plays a vital role in diagnosing respiratory diseases and providing first aid by detecting abnormal respiratory sounds through a digital stethoscope. However, accurate interpretation of this sound relies heavily on the clinician's expertise, making it prone to misidentification by trainees like interns and residents. It aids in earlystage diagnosis, treatment evaluation, and monitoring of these progressive diseases, with wheezing, crackles, and stridor serving as crucial indicators in differentiating and managing various respiratory conditions through machine learning models.

Auscultation, Sound Classification, Machine Learning, Digital Stethoscope

"Numerical Stethoscope through AI Analysis app aimed at Breathing Diseases then Emotion Rate Watching: A Analysis", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.5, Issue 12, page no.489-495, December-2018, Available :http://www.jetir.org/papers/JETIR1812E89.pdf

"Numerical Stethoscope through AI Analysis app aimed at Breathing Diseases then Emotion Rate Watching: A Analysis", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.5, Issue 12, page no. pp489-495, December-2018, Available at : http://www.jetir.org/papers/JETIR1812E89.pdf