Computational genetic epidemiology: Leveraging HPC for large-scale AI models based on Cyber Security

aspg-2-2789-1791417278 20261007235438 American Scientific Publishing Group admin@americaspg.com American Scientific Publishing Group Journal of Cybersecurity and Information Management JCIM 2769-7851 2690-6775 2024 13 2 Computational genetic epidemiology: Leveraging HPC for large-scale AI models based on Cyber Security Vadali Pitchi Raju Principal, Indur Institute of Engg. & Tech, Siddipet, Bharat, India Tushar Kumar Pandey Junior Engineer (Computer Science), Dr. Rajendra Prasad Central Agricultural University, Pusa, Samastipur, Bihar, India Rajeev Shrivastava Principal, Princeton Institute of Engineering & Technology for Women Hyderabad, Telangana, India, 4Professor, CMR Engineering College, Hyderabad, (T. S.), India. Rajesh Tiwari Professor, CMR Engineering College, Hyderabad, (T. S.), India. S. Anjali Devi Asst. Professor, Department of CSE, Koneru Lakshmaiah Education Foundation, Guntur, Andhra Pradesh, Bharat, India Neerugatti Varipallay vishwanath Asst. Professor, Dept. of ECE, St. Martin's Engineering College, Secunderabad, Telangana, Bharat, India To better understand disease susceptibility and prevention, computational genetic epidemiology is leading research. This paper introduces "GenomeMinds," a breakthrough method for scaling large-scale AI models for disease risk prediction. HPC was used to develop the method. GenomeMinds is compared to six standard methods to demonstrate its benefits. GenomeMinds' incredible potential is shown by real-world performance assessments. These measures evaluate data processing speed, forecast accuracy, scalability, computer efficiency, privacy, and ethics. GenomeMinds benefits are shown via scatter plots, which visually compare data. According to the data, GenomeMinds may revolutionize computational genetic epidemiology by doing well across all criteria. GenomeMinds has faster data processing, better prediction accuracy, stronger scalability, higher computational efficiency, enhanced privacy and security, and a comprehensive ethical awareness. 2024 182 190 2789 https://creativecommons.org/licenses/by/4.0/ 10.54216/JCIM.130214 https://www.americaspg.com/journal/2/article/2789 https://www.americaspg.com/storage/21715765374.pdf