AI0-001 AI Infrastructure and Technologies Practice Question
A machine learning engineer needs to containerize a PyTorch model for deployment on Kubernetes. Which THREE tools or formats should they use?
⚠ Common exam trap
CompTIA often tests the distinction between containerization tools (Docker) and orchestration or ML lifecycle tools (Kubeflow, MLflow), leading candidates to select tools that manage containers rather than build them.
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Docker
Docker is correct because it is the standard tool for creating container images that package the PyTorch model along with its dependencies, runtime, and environment into a portable artifact. Kubernetes requires container images (typically built with Docker) to deploy and orchestrate workloads, making Docker essential for containerization before deployment.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
MLflow
Why it's wrong here
MLflow is for managing the ML lifecycle, not for containerization or orchestration of deployed models.
- ✓
Docker
Why this is correct
Docker is the standard for containerizing applications, including ML models and their dependencies.
- ✗
Kubeflow
Why it's wrong here
Kubeflow is an MLOps platform that runs on Kubernetes, but it is not a containerization tool itself; the question specifically asks for tools to containerize and orchestrate.
- ✓
Kubernetes
Why this is correct
Kubernetes orchestrates containerized applications, providing scaling, load balancing, and management for deployed models.
- ✓
ONNX
Why this is correct
ONNX is an open format for representing ML models, enabling interoperability between frameworks and efficient inference on different runtimes.
About these practice questions
Courseiva writes every AI0-001 question from scratch — 754 in total, each with an explanation and a wrong-answer breakdown. None are copied from real exams or dumps. Learn why practice questions differ from exam dumps →
JA
Written by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
This AI0-001 practice question is part of Courseiva's free CompTIA certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the AI0-001 exam.