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Snowflake DSA-C02 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Model Development | 15-20% | - Hyperparameter tuning - Model evaluation and validation - Model selection and training - GenAI and LLM integration - Using Snowflake ML and external frameworks |
| Model Deployment & MLOps | 15-20% | - MLOps governance and lineage - Cost and performance optimization - Batch and real-time inference - Model deployment options in Snowflake - Model monitoring and performance tracking |
| Data Pipelining | 15-20% | - Data sharing and access control - Data ingestion and integration - Pipeline reliability and scalability - Snowpark and data flow orchestration |
| Data Science Concepts | 15-20% | - ML problem types and use cases - Machine learning lifecycle - Snowflake architecture for data science - Statistical fundamentals |
| Data Preparation and Feature Engineering | 30-35% | - Data cleaning and validation - Handling missing values and outliers - Exploratory data analysis - Feature creation and transformation - Feature stores and versioning |
Snowflake SnowPro Advanced: Data Scientist Certification Questions Answered by TestsDumps
- Data Pipelining (15-20%)
- Data Preparation and Feature Engineering (30-35%)
- Model Deployment & MLOps (15-20%)
Snowflake SnowPro Advanced: Data Scientist Certification Sample Questions:
A Data Scientist as data providers require to allow consumers to access all databases and database objects in a share by granting a single privilege on shared databases. Which one is incorrect SnowSQL command used by her while doing this task?
Assuming:
A database named product_db exists with a schema named product_agg and a table named Item_agg.
The database, schema, and table will be shared with two accounts named xy12345 and yz23456.
1.USE ROLE accountadmin;
2.CREATE DIRECT SHARE product_s;
3.GRANT USAGE ON DATABASE product_db TO SHARE product_s;
4.GRANT USAGE ON SCHEMA product_db. product_agg TO SHARE product_s;
5.GRANT SELECT ON TABLE sales_db. product_agg.Item_agg TO SHARE product_s;
6.SHOW GRANTS TO SHARE product_s;
7.ALTER SHARE product_s ADD ACCOUNTS=xy12345, yz23456;
8.SHOW GRANTS OF SHARE product_s;
- A. GRANT USAGE ON DATABASE product_db TO SHARE product_s;
- B. CREATE DIRECT SHARE product_s;
- C. GRANT SELECT ON TABLE sales_db. product_agg.Item_agg TO SHARE product_s;
- D. ALTER SHARE product_s ADD ACCOUNTS=xy12345, yz23456;
Correct Answer: C 🗳️
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What Can Snowflake Data Scientist do in the Snowflake Marketplace as Provider?
- A. Eliminate the costs of building and maintaining APIs and data pipelines to deliver data to customers.
- B. Publish listings for datasets that can be customized for the consumer.
- C. Publish listings for free-to-use datasets to generate interest and new opportunities among the Snowflake customer base.
- D. Share live datasets securely and in real-time without creating copies of the data or im-posing data integration tasks on the consumer.
Correct Answer: A,B,C,D 🗳️
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Which type of Python UDFs let you define Python functions that receive batches of input rows as Pandas DataFrames and return batches of results as Pandas arrays or Series?
- A. Scaler Python UDFs
- B. Hybrid Python UDFs
- C. MPP Python UDFs
- D. Vectorized Python UDFs
Correct Answer: D 🗳️
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Which of the following Functions do Support Windowing?
- A. LISTAGG
- B. HASH_AGG
- C. EXTRACT
- D. ENCRYPT
Correct Answer: A 🗳️
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What Can Snowflake Data Scientist do in the Snowflake Marketplace as Consumer?
- A. Combine new datasets with your existing data in Snowflake to derive new business in-sights.
- B. Use the business intelligence (BI)/ML/Deep learning tools of her choice.
- C. Receive frictionless access to raw data products from vendors.
- D. Discover and test third-party data sources.
Correct Answer: A,B,C,D 🗳️
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