The book is a collection of high-quality peer-reviewed research papers presented in the Third International Conference on MAchine inTelligence for Research & Innovations (MAiTRI 2025 Summit), held at School of Electronics Engineering, Kalinga Institute of Industrial Technology (KIIT), Bhubaneswar, Odisha, India during 1 – 2 August 2025. This book focuses on recent advancement in the theory and realization of machine intelligence (MI) and their tools and growing applications such as machine learning, deep learning, quantum machine learning, real-time computer vision, pattern recognition, natural language processing, statistical modelling, autonomous vehicles, human interfaces, computational intelligence, and robotics.