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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Model Development and Deployment | 30% | - Model deployment
|
| Topic 2: Machine Learning Fundamentals | 20% | - Supervised learning
|
| Topic 3: OCI Data Science Service | 30% | - Projects and notebooks
|
| Topic 4: MLOps and OCI Integration | 20% | - Automation and pipelines
|
Question 1
As a data scientist, you are tasked with creating a model training job that is expected to take different hyperparameter values on every run. What is the most efficient way to set those parameters with Oracle Data Science Jobs?
A. Create a new job every time you need to run your code and pass the parameters as environment variables
B. Create your code to expect different parameters as command-line arguments, and create a new job every time you run the code
C. Create a new job by setting the required parameters in your code, and create a new job for every code change
D. Create your code to expect different parameters either as environment variables or as command-line arguments, which are set on every job run with different values
Question 2
What is the name of the machine learning library used in Apache Spark?
A. Structured Streaming
B. MLib
C. GraphX
D. HadoopML
Question 3
Which activity is NOT a part of the machine learning life cycle?
A. Model Deployment
B. Modeling
C. Database Management
D. Data Access
Question 4
Which is NOT a valid OCI Data Science notebook session approach?
A. Run the process directly in the terminal and use Python logging to get updates on the progress of your job
B. While connecting to data in OCI Object Storage from your notebook session, the best practice is to make a local copy on the device and then upload it to your notebook session block volume
C. Ensure you don’t execute long-running Python processes in a notebook cell
D. Authenticate using your notebook session’s resource principal to access other OCI resources. Resource principals provide a more secure way to authenticate to resources compared to the OCI configuration and API approach
E. Avoid having multiple users in the same notebook session due to the possibility of resource contention and write conflicts
Question 5
You are a data scientist leveraging the Oracle Cloud Infrastructure (OCI) Language AI service for various types of text analyses. Which TWO capabilities can you utilize with this tool?
A. Sentiment analysis
B. Table extraction
C. Sentence diagramming
D. Punctuation correction
E. Topic classification
Solutions:
| Question 1 Answer: D | Question 2 Answer: B | Question 3 Answer: C | Question 4 Answer: B | Question 5 Answer: A,E |
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