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Oracle 1Z0-1110-26 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Machine Learning Fundamentals | 20% | - Unsupervised learning
|
| Topic 2: OCI Data Science Service | 30% | - Projects and notebooks
|
| Topic 3: MLOps and OCI Integration | 20% | - Automation and pipelines
|
| Topic 4: Model Development and Deployment | 30% | - Model training
|
Oracle Cloud Infrastructure Data Science Professional Sample Questions:
Question #1
Which OCI Data Science interaction method can function without the need of scripting?
A. CLI
B. REST APIs
C. Language SDKs
D. OCI Console
Question #2
You are a data scientist working for a manufacturing company. You have developed a forecasting model to predict the sales demand in the upcoming months. You created a model artifact that contained custom logic requiring third-party libraries. When you deployed the model, it failed to run because you did not include all the third-party dependencies in the model artifact. What file should be modified to include the missing libraries?
A. runtime.yaml
B. requirements.txt
C. model_artifact_validate.py
D. score.py
Question #3
You have just received a new dataset from a colleague. You want to quickly find out summary information about the dataset, such as the types of features, the total number of observations, and distributions of the dat a. Which Accelerated Data Science (ADS) SDK method from the ADSDataset class would you use?
A. show_in_notebook()
B. compute()
C. show_corr()
D. to_xgb()
Question #4
You have received machine learning model training code, without clear information about the optimal shape to run the training. How would you proceed to identify the optimal compute shape for your model training that provides a balanced cost and processing time?
A. Start with the strongest compute shape Jobs support and monitor the Job Run metrics and time required to complete the model training. Tune the model so that it utilizes as much compute resources as possible, even at an increased cost
B. Start with a smaller shape and monitor the Job Run metrics and time required to complete the model training. If the compute shape is not fully utilized, tune the model parameters, and rerun the job. Repeat the process until the shape resources are fully utilized
C. Start with a smaller shape and monitor the utilization metrics and time required to complete the model training. If the compute shape is fully utilized, change to compute that has more resources and rerun the job. Repeat the process until the processing time does not improve
D. Start with a random compute shape and monitor the utilization metrics and time required to finish the model training. Perform model training optimizations and performance tests in advance to identify the right compute shape before running the model training as a job
Question #5
Which function's objective is to represent the difference between the predictive value and the target value?
A. Fit function
B. Optimizer function
C. Update function
D. Cost function
Solutions:
| Question #1 Answer: D | Question #2 Answer: A | Question #3 Answer: A | Question #4 Answer: C | Question #5 Answer: D |







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