Strong software engineering skills grounded in SOLID principles Hands-on experience deploying ML models to production Experience with ML libraries like scikit-learn, TensorFlow, or PyTorch Basic understanding of ML fundamentals (algorithms, math/stats) Familiarity with developing and deploying ML systems using AWS tools and infrastructure (nice-to-have) Experience with varied data types (structured, time-series) (nice-to-have) Previous experience with behavioral biometrics or security-focused products (nice-to-have) Previous experience with ONNX (nice-to-have)