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Exam Code: DY0-001
Exam Name: CompTIA DataAI Certification Exam
Updated: Oct 20, 2026
Q & A: 85 Questions and Answers
DY0-001 Free Demo download
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Modeling, Analysis, and Outcomes | 24% | - Data preparation and exploratory data analysis - Predictive and prescriptive analytics - Feature engineering and selection - Model selection and evaluation metrics - Result interpretation and business communication |
| Topic 2: Specialized Applications of Data Science | 13% | - Computer Vision - Natural Language Processing (NLP) - Time-series analysis - Anomaly detection and signal processing - Industry-specific analytics use cases |
| Topic 3: Operations and Processes | 22% | - Model deployment and monitoring - Version control and reproducibility - Data pipeline design and maintenance - Security and compliance in data operations - Data governance and quality management |
| Topic 4: Mathematics and Statistics | 17% | - Probability theory and distributions - Statistical inference and hypothesis testing - Linear algebra fundamentals - Calculus and optimization concepts - Bayesian reasoning and modeling |
| Topic 5: Machine Learning | 24% | - Hyperparameter tuning and optimization - Deep learning fundamentals - Algorithm selection and implementation - Supervised, unsupervised, and reinforcement learning - Ethics and bias in machine learning |
A data analyst wants to generate the most data using tables from a database. Which of the following is the best way to accomplish this objective?
Correct Answer: C 🗳️
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A data analyst wants to use compression on an analyzed data set and send it to a new destination for further processing. Which of the following issues will most likely occur?
Correct Answer: B 🗳️
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A data scientist observes findings that indicate that as electrical grids in a country become more and more connected over time, the frequency of brownouts and blackouts in total decrease, and the frequency of major brownouts and blackouts increase. Which of the following distribution metrics could best be identified?
Correct Answer: C 🗳️
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A data analyst is examining the correlation matrix of a new data set to identify issues that could adversely impact model performance. Which of the following is the analyst most likely checking for?
Correct Answer: B 🗳️
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A data scientist is working with a data set that has ten predictors and wants to use only the predictors that most influence the results. Which of the following models would be the best for the data scientist to use?
Correct Answer: D 🗳️
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