5+ years of hands-on experience building and deploying production ML solutions.Proficiency with Vertex AI, GCP, Hugging Face, transformers, PyTorch, scikit-learn, Airflow, GitHub, vector search, and knowledge graph technologies.Strong understanding of core ML concepts and deep learning methods.Bonus: Practical experience with recommendation systems, reinforcement learning, or learning-to-rank models.Strong programming skills in Python, Go, or Rust, along with solid SQL data-manipulation skills.Demonstrated success deploying ML models to production and managing the full end-to-end ML lifecycle.Excellent communication and collaboration skills for working across teams.Experience working with GCP.