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Oracle 1Z0-1110-26 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Implement End-to-End Machine Learning Lifecycle | - Deploy models and consume model endpoints - Automate machine learning workflows and pipelines - Build, train, and evaluate machine learning models - Save and manage models using Model Catalog - Prepare and manage datasets |
| Apply MLOps Practices | - Implement model lifecycle management - Monitor and maintain machine learning models - Use best practices for operationalizing ML solutions |
| Design and Set Up Data Science Workspace | - Use Accelerated Data Science SDK and open source tools - Create and configure Data Science projects - Manage notebook sessions and compute resources |
| Use Related OCI Services | - Apply OCI services for data ingestion, storage, and processing - Integrate OCI Data and AI services - Design machine learning solutions for business use cases |
| OCI Data Science - Introduction and Configuration | - Configure and manage Data Science resources - Use OCI Data Science notebooks and sessions - Understand OCI Data Science service concepts and architecture |
Oracle Cloud Infrastructure Data Science Professional Sample Questions:
1. What is a conda environment?
A) An open-source environment management system
B) A system that manages package dependencies
C) An environment deployment system on Oracle AI
D) A collection of kernels
2. You want to evaluate the relationship between feature values and target variables. You have a large number of observations having a near uniform distribution and the features are highly correlated. Which model explanation technique should you choose?
A) Feature Permutation Importance Explanations
B) Feature Dependence Explanations
C) Accumulated Local Effects
D) Local Interpretable Model-Agnostic Explanations
3. Which Oracle Data Safe feature minimizes the amount of personal data and allows internal test, development, and analytics teams to operate with reduced risk?
A) Data masking
B) Data auditing
C) Data discovery
D) Security assessment
E) Data encryption
4. Which Security Zone policy is NOT valid?
A) Resources in a security zone must be automatically backed up regularly
B) A boot volume can be moved from a security zone to a standard compartment
C) Resources in a security zone should not be accessible from the public internet
D) A compute instance cannot be moved from a security zone to a standard compartment
5. The Oracle AutoML pipeline automates hyperparameter tuning by training the model with different parameters in parallel. You have created an instance of Oracle AutoML as oracle_automl and now you want an output with all the different trials performed by Oracle AutoML. Which of the following commands gives you the results of all trials?
A) oracle_automl.visualize_algorithm_selection_trials()
B) oracle_automl.visualize_adaptive_sampling_trials()
C) oracle_automl.print_trials()
D) oracle_automl.visualize_tuning_trials()
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: C | Question # 3 Answer: A | Question # 4 Answer: B | Question # 5 Answer: C |
