5+ years of experience in machine learning Bachelor’s degree in Computer Science or similar Deep familiarity with time series methods, computer vision, and embeddings Experience with PyTorch/TF for model development and training Experience wrangling large datasets, ideally with geospatial libraries Ability to experiment with model architectures and derive data-driven insights Experience writing clean, modular Python code and applying software development best practices (Git, testing, CI/CD) Hands-on production expertise deploying models (via Docker, Kubernetes, or similar) AWS or GCP experience Excellent communication skills