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Oracle Cloud Infrastructure 2025 Data Science Professional Sample Questions:

1. Which is NOT a part of Observability and Management Services?

A) Logging Analytics
B) Event Services
C) OCI Management Service
D) Logging

2. You have a dataset with fewer than 1000 observations, and you are using Oracle AutoML to build a classifier.
While visualizing the results of each stage of the Oracle AutoML pipeline, you notice that no visualization has been generated for one of the stages. Which stage is not visualized?

A) Algorithm selection
B) Hyperparameter tuning
C) Adaptive sampling
D) Feature selection

3. You realize that your model deployment is about to reach its utilization limit. What would you do to avoid the issue before requests start to fail? Which THREE steps would you perform?

A) Delete the deployment
B) Reduce the load balancer bandwidth limit so that fewer requests come in
C) Update the deployment to use a larger virtual machine (more CPUs/memory)
D) Update the deployment to add more instances
E) Update the deployment to use fewer instances

4. Which encryption is used for Oracle Data Science?

A) 256-bit Advanced Encryption Standard (AES-256)
B) Triple DES (TDES)
C) Data Encryption Standard (DES)
D) Rivest Shamir Adleman (RSA)
E) Twofish

5. You want to make your model more frugal to reduce the cost of collecting and processing data. You plan to do this by removing features that are highly correlated. You would like to create a heatmap that displays the correlation so that you can identify candidate features to remove. Which Accelerated Data Science (ADS) SDK method is appropriate to display the comparability between Continuous and Categorical features?

A) correlation_ratio_plot()
B) pearson_plot()
C) corr()
D) cramersv_plot()

Solutions: