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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: OCI Data Science Service | 30% | - Model catalog
|
| Topic 2: MLOps and OCI Integration | 20% | - OCI ecosystem
|
| Topic 3: Model Development and Deployment | 30% | - Model deployment
|
| Topic 4: Machine Learning Fundamentals | 20% | - Unsupervised learning
|
Question 1
Which Oracle Accelerated Data Science (ADS) classes can be used for easy access to datasets fromreference libraries and index websites, such as scikit-learn?
A. ADSTuner
B. DatasetBrowser
C. DatasetFactory
D. SecretKeeper
Question 2
You are a data scientist working inside a notebook session and you attempt to pip install a package from a public repository that is not included in your conda environment. After running this command, you get a network timeout error. What might be missing from your networking configuration?
A. FastConnect to an on-premises network
B. Primary Virtual Network Interface Card (VNIC)
C. Service Gateway with private subnet access
D. NAT Gateway with public internet access
Question 3
As a data scientist, you are trying to automate a machine learning (ML) workflow and have decided to use Oracle Cloud Infrastructure (OCI) AutoML Pipeline. Which THREE are part of the AutoML Pipeline?
A. Model Deployment
B. Feature Selection
C. Algorithm Selection
D. Adaptive Sampling
E. Feature Extraction
Question 4
You have an embarrassingly parallel or distributed batch job with a large amount of data running using Data Science Jobs. What would be the best approach to run the workload?
A. Create the job in Data Science Jobs and start a job run. When it is done, start a new job run until you achieve the number of runs required
B. Create a new job for every job run that you have to run in parallel, because the Data Science Job service can have only one job per job
C. Reconfigure the job run because Data Science Jobs does not support embarrassingly parallel
D. Create a job in Data Science Jobs and then start the number of simultaneous job runs required for your workload
Question 5
Which Oracle Cloud Infrastructure (OCI) Data Science policy is invalid?
A. Allow group DataScienceGroup to use data-science-model-sessions in compartment DataScience
B. Allow dynamic-group DataScienceDynamicGroup to manage data-science-projects in compartment DataScience
C. Allow group DataScienceGroup to use virtual-network-family in compartment DataScience
D. Allow dynamic-group DataScienceDynamicGroup to manage data-science-family in compartment DataScience
Solutions:
| Question 1 Answer: C | Question 2 Answer: D | Question 3 Answer: B,C,D | Question 4 Answer: D | Question 5 Answer: A |
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