Knowledge of core machine learning principles and algorithms. Programming proficiency in Python and ML frameworks such as TensorFlow, PyTorch, or similar. Basic understanding of data preprocessing, feature extraction, and model evaluation metrics. Strong analytical and problem-solving skills.