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Oracle 1Z0-1110-26 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Use Related OCI Services | - Integrate OCI Data and AI services - Design machine learning solutions for business use cases - Apply OCI services for data ingestion, storage, and processing |
| Apply MLOps Practices | - Monitor and maintain machine learning models - Use best practices for operationalizing ML solutions - Implement model lifecycle management |
| Implement End-to-End Machine Learning Lifecycle | - Deploy models and consume model endpoints - Automate machine learning workflows and pipelines - Prepare and manage datasets - Save and manage models using Model Catalog - Build, train, and evaluate machine learning models |
| OCI Data Science - Introduction and Configuration | - Use OCI Data Science notebooks and sessions - Understand OCI Data Science service concepts and architecture - Configure and manage Data Science resources |
| 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 |
Oracle Cloud Infrastructure Data Science Professional Sample Questions:
1. 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) Local Interpretable Model-Agnostic Explanations
B) Accumulated Local Effects
C) Feature Permutation Importance Explanations
D) Feature Dependence Explanations
2. Which OCI service enables you to build, train, and deploy machine learning models in the cloud?
A) Oracle Cloud Infrastructure Data Science
B) Oracle Cloud Infrastructure Data Flow
C) Oracle Cloud Infrastructure Data Integration
D) Oracle Cloud Infrastructure Data Catalog
3. Which of these is a unique feature of the published conda environment?
A) Allows you to save the conda environment to an Object Storage Bucket
B) Provides availability on network session reactivation
C) Provides a comprehensive environment to solve business use cases
D) Allows you to save the conda environment in a block volume
4. In which two ways can you improve data durability in Oracle Cloud Infrastructure Object Storage?
A) Enable client-side encryption
B) Setup volumes in a RAID1 configuration
C) Enable server-side encryption
D) Enable Versioning
E) Limit delete permissions
5. You have received machine learning model training code, without clear information about the optimal shape to run the training on. 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 a random compute shape and monitor the utilization metrics and time required to finish the model training. Perform model training optimization and performance tests in advance to identify the right compute shape before running the model training as a job.
B) Start with a small 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.
C) 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.
D) 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.
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: A | Question # 3 Answer: A | Question # 4 Answer: D,E | Question # 5 Answer: B |
