Proficiency in programming languages like Python, R. Strong grasp of machine learning and deep learning concepts. Knowledge of data manipulation, analysis, and visualization. Familiarity with AI frameworks and tools (TensorFlow, PyTorch). Understanding of algorithms, statistics, and mathematics. Problem-solving abilities and critical thinking.