Question 1
Which Snowpark ML class provides one-hot encoding of categorical features as a Snowflake-native preprocessing step?
Correct Answer:
snowflake.ml.modeling.preprocessing.OneHotEncoder
Question 2
A data scientist needs to generate 1024-dimensional embeddings for retrieval-augmented generation. Which Cortex LLM Function should be used?
Correct Answer:
EMBED_TEXT_1024
Question 3
Which Snowflake feature lets you reproduce a training dataset exactly as it existed two days ago without doubling storage cost?
Correct Answer:
Zero-Copy Cloning combined with Time Travel
Question 4
Which compute resource is required to run a containerized PyTorch training job with GPU acceleration inside Snowflake?
Correct Answer:
A Snowpark Container Services compute pool with a GPU instance family
Question 5
What does VECTOR_COSINE_SIMILARITY return between two embedding vectors?
Correct Answer:
A similarity score between -1 and 1 where higher is more similar
Question 1
Exam overview

About this Exam

Prepare with the SnowPro Advanced Data Scientist Practice Questions - SnowPro Advanced Data Scientist (DSA-C03) Exam practice quiz. This question bank includes 100 questions covering snowpark, snowflake, cortex, model, and function. Use it to review important concepts, identify knowledge gaps, and build confidence for the related exam, course, or assessment.

More details

Additional Information

SnowPro Advanced Data Scientist Practice Questions - SnowPro Advanced Data Scientist (DSA-C03) Exam

This practice set contains 100 questions from the matching question bank and focuses on snowpark, snowflake, cortex, model, and function. Work through each question carefully, review the provided solutions, and revisit topics that need more study before your next attempt.

This is an independent study resource intended for practice and review; it is not an official examination or an endorsement by any organization named in the title.

Quiz information

Frequently Asked Questions

The complete question count is available after full access is unlocked.
No fixed duration is currently configured for this quiz.
Question explanations are included where they are available in the quiz content, helping you review the reasoning after answering.
Yes. You can retake the practice test again as you continue studying during your available access period.
After your access is confirmed, you can continue into the complete practice exam from this quiz flow.
Unless explicitly stated otherwise, this page provides independent practice material for study and exam preparation and is not the official examination itself.
Keep studying

Related Questions