CAIP (AIP-210) study guide
CAIP (AIP-210) · Work through your exam, one topic at a time.
The Certified Artificial Intelligence Practitioner (CAIP) is CertNexus' BUILD-level certification in its AI product line. It is aimed at practitioners who want to demonstrate a vendor-neutral, cross-industry skill set in AI with a focus on machine learning - specifically the ability to design, implement, and hand off an AI solution or environment. Because the credential is vendor-neutral, it tests transferable concepts, skills, and knowledge rather than one platform or technology provider, so preparation should emphasize method and reasoning over button-clicking in a single tool. The published domain weighting places half the exam on AI and ML concepts, technologies, and tools; a quarter on designing an AI solution using machine learning; and a quarter on implementing and handing off an AI solution or environment. The CAIP (AIP-210) study guide has 3 sections and about 1,167 words.
01AI and ML Concepts, Technologies, and Tools
This domain tests whether you can classify an AI problem correctly and choose technologies that fit it. The exam uses precise definitions: AI is the broad field of machines performing tasks associated with human intelligence; machine learning (ML) is a subset that learns patterns from data rather than following only explicit rules; deep learning (DL) is a subset of ML built on multilayer neural networks.
431 words, about 2 min02Designing an AI Solution Using Machine Learning
This domain tests solution design: framing the business problem, defining success, preparing data, choosing and validating a model, and documenting trade-offs. The exam expects you to follow a lifecycle such as CRISP-DM: business understanding, data understanding, data preparation, modeling, evaluation, and deployment.
377 words, about 2 min03Implementing and Handing Off an AI Solution or Environment
This domain tests whether you can move a model into production, operate it safely, and hand it off so others can run it. The exam focuses on deployment patterns, CI/CD and MLOps, monitoring, security, documentation, and governance.
359 words, about 2 min