This assessment paper emphasise about newb technology of Explainable Artificial Intelligence (XAI) is an emerging and vital field of research that addresses the "black box" problem prevalent in modern machine learning. As AI systems become more complex and integrated into high-stakes domains such as healthcare, finance, and criminal justice, their inherent opacity raises critical concerns regarding transparency, trust, and accountability. The primary goal of XAI is to provide methods and techniques that enable human users to understand, interpret, and appropriately trust the decisions and predictions made by AI algorithms. While XAI provides a powerful framework for responsible AI development, challenges such as the performance-interpretability trade-off, lack of standardized evaluation metrics, and potential for human misinterpretation remain areas of active research. Ultimately, XAI is a critical step toward creating a symbiotic relationship between humans and AI, where intelligent systems operate not just with high performance but with ethical and transparent reasoning.
P. Pradhan, Amol Rajmane, C. patil· Journal of image processing...· 0 citations
This research Paper focuses on an Ultra-Dense Network (UDN) is a core enabling technology for 5G and 6G wireless systems, proposed to meet escalating capacity demands and support new high-rate, low-latency services. The fundamental principle is network densification, achieved by deploying a massive number of low-power Access Points (APs) and communication links per unit area, dramatically shortening the distance between transmitters and receivers to improve signal quality and spatial frequency reuse. Ultimately, the successful operation of UDNs relies heavily on advanced, AI-driven management systems to dynamically optimize resources, manage interference, and ensure seamless, high-performance connectivity in an inherently complex environment: Our key objectives are improving the Massive Capacity and Data Rates, Enhanced Coverage and Reliability, Ultra-Low Latency, Massive Connectivity Internet of Things (IoT) to maintaining the advanced resilient communication system all the time and every times.
P. Pradhan, Pramod D Gangejar· Journal of Ad-hoc Network an...· 0 citations
This review synthesizes key developments and innovations in the EDR-SIEM domain, drawing from academic research, industry analysis, and real-world applications to contribute to higher quality, improved performance, effective cost management, better decision-making, and reduced risk.
P. Pradhan· Journal of Information Assur...· 0 citations