Machine Learning Engineer

Machine Learning Engineer Desired knowledge, experience, competence, skills etc * 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. (Optional) Experience working with GCP. What 3 things from the box above are most important? * 5\+ years of hands\-on experience building and deploying production ML solutions. * Strong understanding of core ML concepts and deep learning methods. Proficiency with Vertex AI, GCP, Hugging Face, transformers, PyTorch, scikit\-learn, Airflow, GitHub, vector search, and knowledge graph technologies. Strong programming skills in Python, Go, or Rust, along with solid SQL data\-manipulation skills.