AI0-001 AI Implementation and Operations Practice Question
Which TWO are best practices for deploying AI models in a containerized production environment? (Select TWO.)
⚠ Common exam trap
CompTIA often tests the distinction between containerization best practices (e.g., immutable images, external model storage) and generic software deployment habits (e.g., using latest tags, embedding data), so candidates mistakenly select options that seem convenient but violate production reliability principles.
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
✓
Use an orchestration platform like Kubernetes for scaling and health management
Orchestration platforms like Kubernetes provide automated scaling, self-healing, and rolling updates for containerized AI models. Kubernetes uses liveness and readiness probes to monitor model health and restart failed containers, ensuring high availability in production.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Always pull the latest image tag for automatic updates
Why it's wrong here
Latest tags can cause unexpected changes; use versioned tags.
- ✗
Store model artifacts inside the container image for portability
Why it's wrong here
It's better to mount models from a registry for versioning.
- ✓
Use an orchestration platform like Kubernetes for scaling and health management
Why this is correct
Kubernetes provides automated scaling and self-healing.
- ✓
Package the model and its dependencies into a single container image
Why this is correct
Ensures reproducibility and consistency.
- ✗
Configure JVM heap arguments inside the container if using Java
Why it's wrong here
Heap arguments are better set via container resource limits.
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.