complex challenges into impactful AI solutions that deliver measurable value. Develop robust, secure, and scalable AI systems, embedding best practices across CI/CD, containerisation, monitoring, governance, and responsible AI principles. Monitor and optimise deployed models, identifying performance issues, drift, and opportunities for improvement through updates or retraining. Manage … machine learning fundamentals, statistics, and working with complex datasets to support model development, training, fine‐tuning, and inference. Experience with CI/CD, containerisation, MLOps/LLMOps workflows, and monitoring AI models in production, including evaluating performance, safety, and cost efficiency. Ability to translate complex business challenges into effective ...