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The VLSI attained incredible growth from the 1980s in all areas, especially after the invention of ARTIX-7 Low voltage FPGA, which is mainly designed for biomedical applications. This paper focuses on one of the leading global causes of illness. Heart disease contributes to a large number of demise in the world. This life saving biomedical application concentrates on the heart arrhythmia detection of different heart disease. This heart arrhythmia detection is implemented in FPGA using Verilog code for Convolutional Neural Network architecture in Vivado and Modelsim. This paper devises a methodology to detect three types of abnormal cardiac signals.