. 3+ years of hands-on experience with Amazon SageMaker . Proficiency in Python, ML frameworks (TensorFlow, PyTorch) . Strong knowledge of AWS cloud services . Experience in model deployment and monitoring . Excellent problem-solving and analytical skills