Bio: I have completed my MTech from Guru Nanak Dev Engineering College, Ludhiana. My master’s thesis focused on Speech Emotion Recognition using Machine Learning techniques, where I worked on analyzing and classifying human emotions from speech signals using data-driven models. My research interests lie primarily in Machine Learning, with a particular focus on speech processing, pattern recognition, and intelligent systems. I am keep on exploring advanced machine learning algorithms and their applications in real-world problem solving, especially in the domain of human–computer interaction.