Competence Check

AI/ML Engineering Competence Check

Five questions from memory. No sign-up, no email — see the gap between what your résumé claims and what your brain can retrieve.

AI/ML engineering is the fastest-growing engineering discipline of this decade. It spans the fundamentals of supervised and unsupervised learning, neural-network training, and the modern LLM stack — embeddings, transformers, fine-tuning, and retrieval-augmented generation. This skill measures practical fluency with how models learn, how they're trained and tuned, and how they're put into production. It's the difference between 'I've used ChatGPT' and 'I understand how it works.'

5 questions ~5 minutes from memory instant readout
Beginner Competent Proficient Expert
machine learningaideep learningneural networksllmragtransformersembeddingsgradient descentsupervised learninginference

Takes about 5 minutes · results stay on this device