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| Certification Vendor: | CertNexus |
|---|---|
| Exam Name: | CertNexus Certified Artificial Intelligence Practitioner (CAIP) |
| Exam Number: | AIP-210 |
| Exam Duration: | 120 minutes |
| Passing Score: | 59% - 60% |
| Available Languages: | English |
| Exam Price: | $367.50 USD |
| Real Exam Qty: | 80 |
| Exam Format: | Multiple Response, Multiple Choice |
| Certificate Validity Period: | 3 years |
| Recommended Training: | CertNexus Official CAIP Training |
| Exam Registration: | Pearson VUE Registration |
| Sample Questions: | ![]() |
| Exam Way: | Online proctored (Pearson OnVUE) or in-person at Pearson VUE test centers |
| Pre Condition: | Recommended: 1–3 years of experience in data science, AI, or related field; basic understanding of statistics, programming, and data concepts |
| Official Syllabus URL: | https://certnexus.com/certified-artificial-intelligence-practitioner-caip/ |
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Training and Tuning ML Systems and Models | 30% | - Prevent overfitting, underfitting, and bias - Apply supervised, unsupervised, and reinforcement learning - Split datasets for training, validation, and testing - Evaluate performance using metrics and visualizations - Select appropriate algorithms and model types - Train models and optimize hyperparameters |
| Topic 2: Understanding the Artificial Intelligence Problem | 20% | - Determine appropriate AI/ML approach and use cases - Identify ethical, legal, and compliance considerations - Assess data availability, quality, and suitability - Define business objectives and requirements |
| Topic 3: Engineering Features for Machine Learning | 25% | - Data encoding, normalization, and scaling - Data collection, integration, and preprocessing - Handle missing values, outliers, and noise - Feature extraction, transformation, and selection - Work with structured, unstructured, and multi-format data |
| Topic 4: Operationalizing ML Models | 25% | - Monitor performance, drift, and data quality - Manage model versions, packaging, and serving - Integrate models into applications and workflows - Retrain and update models as needed - Deploy models into production environments - Ensure security, privacy, and maintainability |
CertNexus recommends the following official training resources:
Choose the format that fits your schedule, then reinforce it with regular question practice.
The latest exam information lists 80 questions for the AIP-210 exam, to be completed within 120 minutes minutes. Knowing the format cold is half the battle — timed practice handles the other half.
These are the core domains of the CertNexus Certified Artificial Intelligence Practitioner (CAIP) blueprint:
The remaining domains appear in the full official outline, all of which our bank addresses.
CertNexus sets the following prerequisites for the CertNexus Certified Artificial Intelligence Practitioner (CAIP): Recommended: 1–3 years of experience in data science, AI, or related field; basic understanding of statistics, programming, and data concepts.
Check the current requirements on the official certification page before scheduling.
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A healthcare company experiences a cyberattack, where the hackers were able to reverse-engineer a dataset to break confidentiality.
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In which of the following scenarios is lasso regression preferable over ridge regression?
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You and your team need to process large datasets of images as fast as possible for a machine learning task.
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Your dependent variable Y is a count, ranging from 0 to infinity. Because Y is approximately log-normally distributed, you decide to log-transform the data prior to performing a linear regression.
What should you do before log-transforming Y?
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