Pass test with the help of AI-300 actual exam materials
Updated: Jun 04, 2026
No. of Questions: 77 Questions & Answers with Testing Engine
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1. You must ensure full reproducibility of experiments including dataset, code, and environment across multiple runs and workspaces. Which combination of practices is MOST appropriate?
A) Dataset versioning only
B) Logging metrics only
C) Environment + dataset + code versioning
D) Git only
2. You want to ensure ML pipelines produce identical results when executed in different regions or workspaces. Which factor is MOST critical to control for reproducibility?
A) Same user identity
B) Same compute SKU
C) Same dataset name
D) Versioned datasets and environments
3. You are fine-tuning a base language model to analyze customer feedback.
You label examples of support tickets. You must improve classification accuracy by configuring and fine-tuning the base model in Microsoft Foundry.
You need to configure and run fine-tuning.
What should you do first?
A) Deploy the base model to an online endpoint before starting fine-tuning.
B) Enable tracing for all inference calls in the evaluation pipeline.
C) Use prompt flow to generate multiple prompt templates for evaluation.
D) Format the dataset as a JSONL file with prompt-completion pairs and upload the file.
4. Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some question sets might have more than one correct solution, while others might not have a correct solution.
After you answer a question in this section, you will NOT be able to return to it. As a result, these questions will not appear on the review screen.
You manage an Azure Machine Learning workspace. The Python script named script.py reads an argument named training_data. The training_data argument specifies the path to the training data in a file named dataset1.csv.
You plan to run the script.py Python script as a command job that trains a machine learning model.
You need to provide the command to pass the path for the dataset as a parameter value when you submit the script as a training job.
Solution: python script.py dataset1.csv
Does the solution meet the goal?
A) No
B) Yes
5. Multiple teams need access to approved models with version tracking, lineage, and governance controls. Models must be discoverable and reusable across projects. What Azure ML feature should you use?
A) Git repositories
B) Data lake
C) Blob storage containers
D) Model registry
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: D | Question # 3 Answer: B | Question # 4 Answer: A | Question # 5 Answer: D |
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