 Electrochemical biosensors convert biological information such as analyte concentration that is a biological recognition element, biochemical receptor, into current or voltage. They have been employed in the food industry, medical sciences, defense, studying plant biology, etc. While sensing complex structures and entities, a large data is obtained, and it becomes difficult to manually interpret all the data. Machine learning helps in removing signals obtained from contaminants to obtain a high sensitivity. This article was authored by Anup Singh, Asha Sharma, Amir Ahmed, and others.