3+ years of experience in Data Science, Machine Learning, or AI. Proven experience in manufacturing or industrial environments (IoT, robotics, embedded systems). Strong analytical thinking and problem-solving skills. Excellent communication and collaboration abilities. Advanced proficiency in Python and machine learning libraries (scikit-learn, TensorFlow, PyTorch). Strong SQL skills. Experience with data visualization tools (Power BI, Tableau). Basic understanding of MLOps concepts. Experience working with time-series data and sensor-generated datasets.