The present invention relates to a method, apparatus, and system for diagnosing fetal heartbeats using artificial intelligence. According to one embodiment of the present invention, the method for diagnosing fetal heartbeats using artificial intelligence utilizes an apparatus for diagnosing fetal heartbeats using artificial intelligence and comprises the steps of: receiving fetal heartbeat sounds; extracting heartbeat information from the fetal heartbeat sounds to calculate the number of beats per minute; converting the number of beats per minute for a predetermined duration to a medi-graph, thereby generating the medi-graph; extracting features from the medi-graph and performing preprocessing to generate preprocessed data; and analyzing the preprocessed data by a previously-trained fetal heartbeat diagnosis deep learning neural network, to perform normal/abnormal classification.
METHOD, APPARATUS, AND SYSTEM FOR DIAGNOSING FETAL HEARTBEATS USING ARTIFICIAL INTELLIGENCE