Multi-dimensional competency assessment for the AI Engineer role — Cognitive Aptitude (numerical & logical reasoning), Role Knowledge, Situational Judgement and a hands-on auto-graded Coding round. Proctored; produces a competency profile, not a single MCQ score. Skills assessed: Python programming, TensorFlow or PyTorch proficiency, machine learning algorithms, deep learning model development, data preprocessing techniques, cloud platforms (e.g., AWS/GCP/Azure), version control with Git, RESTful API development.
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