4+ years of ML engineering experience with focus on NLP
Strong proficiency in Python and ML frameworks (PyTorch, TensorFlow)
Experience with transformer models and large language models
Knowledge of vector databases and semantic search
Understanding of MLOps practices and model deployment
Experience with cloud ML platforms (SageMaker, Vertex AI)
Strong background in statistics and machine learning theory