5+ years in data science, machine learning, or AI consulting roles Proven experience deploying ML/LLM models into production environments Strong Python skills for data analysis, ML pipelines, and LLM integration Proficiency in SQL for managing and analyzing large datasets Experience with LLM frameworks such as OpenAI or Hugging Face Solid understanding of data modeling, exploratory data analysis, and statistical testing Ability to validate and monitor model performance post-deployment Strong critical thinking and problem-solving skills Excellent project management skills Exceptional communication skills