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Databricks ML Data Scientist Databricks-Machine-Learning-Associate Question # 4 Topic 1 Discussion

Databricks-Machine-Learning-Associate Exam Topic 1 Question 4 Discussion:
Question #: 4
Topic #: 1

A data scientist has been given an incomplete notebook from the data engineering team. The notebook uses a Spark DataFrame spark_df on which the data scientist needs to perform further feature engineering. Unfortunately, the data scientist has not yet learned the PySpark DataFrame API.

Which of the following blocks of code can the data scientist run to be able to use the pandas API on Spark?
A.

import pyspark.pandas as ps

df = ps.DataFrame(spark_df)

B.

import pyspark.pandas as ps

df = ps.to_pandas(spark_df)

C.

spark_df.to_sql()

D.

import pandas as pd

df = pd.DataFrame(spark_df)

E.

spark_df.to_pandas()

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Actual exam question for Databricks Databricks-Machine-Learning-Associate exam by Rune1337 at Jun 21, 2025, 5:57:35 PM

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