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Oracle 1Z0-1110-26 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Apply MLOps Practices20%- Governance, auditing, and compliance
- ML pipelines, automation, and reproducibility
- Model monitoring, drift detection, and performance tracking
Topic 2: Design and Set Up Data Science Workspace15%- Configure compute shapes, storage, and networking
- Manage access control, security, and IAM integration
- Create and manage projects and notebook sessions
Topic 3: Integrate Related OCI Services10%- Use OCI AI and data services with Data Science
- Integration with OCI Object Storage, Vault, and Networking
Topic 4: OCI Data Science - Introduction & Configuration10%- Capabilities of the Accelerated Data Science (ADS) SDK
- Tenancy and environment configuration for Data Science
- Overview and core concepts of OCI Data Science
Topic 5: Implement End-to-End Machine Learning Lifecycle45%- Data preparation, exploration, and transformation
- Deploy models and manage endpoints
- Model development, training, and evaluation
- Use AutoML and built-in algorithms
- Model saving, cataloging, and versioning

Oracle Cloud Infrastructure Data Science Professional Sample Questions:

1. 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 discovery
B) Data encryption
C) Data masking
D) Data auditing
E) Security assessment


2. 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) Algorithm Selection
B) Model Deployment
C) Feature Extraction
D) Feature Selection
E) Adaptive Sampling


3. What is the primary difference between a data scientist and a data engineer?

A) A data engineer builds data pipelines and helps prepare data, while a data scientist is responsible for data collection, preparation, and analysis.
B) A data engineer collects and prepares data, and a data scientist then analyzes it.
C) A data engineer analyzes data after a data scientist collects and prepares it.
D) A data engineer creates data flows to be used as templates by the data analyst.


4. You are working in your notebook session and find that your notebook session does not have enough compute CPU and memory for your workload. How would you scale up your notebook session without losing your work?

A) Deactivate your notebook session, provision a new notebook session on a larger compute shape, and recreate all your file changes
B) Create a temporary bucket in Object Storage, write all your files and data to Object Storage, delete the notebook session, provision a new notebook session on a larger compute shape, and copy your files and data from your temporary bucket to your new notebook session
C) Ensure your files and environments are written to the block volume storage under the /home/datascience directory, deactivate the notebook session, and activate the notebook with a larger compute shape selected
D) Download your files and data to your local machine, delete your notebook session, provision a new notebook session on a larger compute shape, and upload your files from your local machine to the new notebook session


5. You are working as a data scientist for a healthcare company. They decide to analyze the data to find patterns in a large volume of electronic medical records. You are asked to build a PySpark solution to analyze these records in a JupyterLab notebook. What is the order of recommended stepsto develop a PySpark application in Oracle Cloud Infrastructure (OCI) Data Science?

A) Launch a notebook session, install a PySpark conda environment, configure core-site.xml, develop your PySpark application, create a Data Flow application with the Accelerated Data Science (ADS) SDK
B) Install a Spark conda environment, configure core-site.xml, launch a notebook session, create a Data Flow application with the Accelerated Data Science (ADS) SDK, develop your PySpark application
C) Launch a notebook session, configure core-site.xml, install a PySpark conda environment, develop your PySpark application, create a Data Flow application with the Accelerated Data Science (ADS) SDK
D) Configure core-site.xml, install a PySpark conda environment, create a Data Flow application with the Accelerated Data Science (ADS) SDK, develop your PySpark application, launch a notebook session


Solutions:

Question # 1
Answer: C
Question # 2
Answer: A,D,E
Question # 3
Answer: B
Question # 4
Answer: C
Question # 5
Answer: A

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