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This book is a comprehensive curation, exposition and illustrative discussion of recent research tools for interpretability of deep learning models, with a focus on neural network architectures. In addition, it includes several case studies from application-oriented articles in the fields of computer vision, optics and machine learning related topic. The book can be used as a monograph on interpretability in deep learning covering the most recent topics as well as a textbook for graduate students. Scientists with research, development and application responsibilities benefit from its systematic exposition.

This book is a comprehensive curation, exposition and illustrative discussion of recent research tools for interpretability of deep learning models, with a focus on neural network architectures. In addition, it includes several case studies from application-oriented articles in the fields of computer vision, optics and machine learning related topic. The book can be used as a monograph on interpretability in deep learning covering the most recent topics as well as a textbook for graduate students. Scientists with research, development and application responsibilities benefit from its systematic exposition.

Beyond Death: Exploring the Soul’s Eternal Journey What lies beyond the threshold of death? Is it an end, a transition, or a new beginning? Beyond Death delves into these profound questions, offering an insightful exploration of life, death, and what may lie beyond. Blending ancient Indian wisdom with modern scientific insights, this book takes readers on a journey through the mysteries of reincarnation, the cycle of rebirth, and the pursuit of ultimate liberation. From the teachings of the Bhagavad Gita and Upanishads to documented cases of past life memories, it bridges the spiritual and the scientific, the mythological and the factual. With captivating narratives of Yama, the god of death, and tales of reincarnation, the book illuminates the karmic principles that guide the soul’s journey. It explores near-death experiences, ancestral realms, and the practices that lead to Moksha—freedom from the cycle of life and death. At its heart, Beyond Death is a guide to understanding our existence beyond the material world. It inspires readers to embrace the mysteries of life and death with courage, curiosity, and reverence, offering practical insights for living a purposeful and spiritually enriched life. Whether you’re a seeker of spiritual truths, a lover of ancient wisdom, or simply curious about what lies beyond, this book is an invitation to embark on a transformative journey of self-discovery and eternal exploration.