Bioinformatics is an interdisciplinary field that combines biology, computer science, and information technology to analyze and interpret biological data. As the emergence of deep learning has transformed this field, providing unparalleled insights into complex biological data, we explore state-of-the-art models to unravel the complex patterns in biological signals, including but not limited to Electroencephalograms (EEGs), Electrocardiograms (ECGs), and functional Magnetic Resonance Imaging (fMRI). Our work is focused on developing both predictive and generative models within this domain.