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| Section | Objectives |
|---|---|
| Topic 1: Apply MLOps Practices | - Use best practices for operationalizing ML solutions - Monitor and maintain machine learning models - Implement model lifecycle management |
| Topic 2: OCI Data Science - Introduction and Configuration | - Understand OCI Data Science service concepts and architecture - Use OCI Data Science notebooks and sessions - Configure and manage Data Science resources |
| Topic 3: Design and Set Up Data Science Workspace | - Create and configure Data Science projects - Use Accelerated Data Science SDK and open source tools - Manage notebook sessions and compute resources |
| Topic 4: Implement End-to-End Machine Learning Lifecycle | - Prepare and manage datasets - Deploy models and consume model endpoints - Save and manage models using Model Catalog - Automate machine learning workflows and pipelines - Build, train, and evaluate machine learning models |
| Topic 5: Use Related OCI Services | - Apply OCI services for data ingestion, storage, and processing - Design machine learning solutions for business use cases - Integrate OCI Data and AI services |
1. What is a common maxim about data scientists?
A) They spend 80% of their time finding and preparing data and 20% analyzing it.
B) They spend 80% of their time on failed analytics projects and 20% doing useful work.
C) They spend 80% of their time analyzing data and 20% finding and preparing it.
2. As you are working in your notebook session, you 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) 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 session with a larger compute shape selected
B) Create a temporary bucket on Object Storage, write all your files and data to Object Storage, delete your notebook session, provision a new notebook session on a larger compute shape, and copy your files and data from your temporary bucket onto your new notebook session
C) Deactivate your notebook session, provision a new notebook session on a larger compute shapeand re-create all of your file changes
D) Download all 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
3. Which Web Application Firewall (WAF) service component must be configured to allow, block, or log network requests when they meet specified criteria?
A) Web Application Firewall policy
B) Protection rules
C) Bot Management
D) Origin
4. You are a data scientist leveraging Oracle Cloud Infrastructure (OCI) to create a model and need some additional Python libraries for processing genome sequencing dat a. Which of the following THREE statements are correct with respect to installing additional Python libraries to process the data?
A) You can install private or custom libraries from your own internal repositories
B) You can only install libraries using yum and pip as a normal user
C) OCI Data Science allows root privileges in notebook sessions
D) You cannot install a library that’s not preinstalled in the provided image
E) You can install any open-source package available in a publicly accessible Python Package Index (PyPI) repository
5. In machine learning, what is the primary difference between supervised and unsupervised learning?
A) Supervised learning is created and managed by the Data Engineer.
B) Supervised learning is monitored closely by data scientists, while they don’t play a role inunsupervised learning.
C) Supervised learning involves data that has been labeled and classified, while unsupervised learning data is unlabeled and unclassified.
D) Supervised learning is only used for image recognition, while unsupervised learning can be used for various analytics applications.
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: A | Question # 3 Answer: B | Question # 4 Answer: A,D,E | Question # 5 Answer: C |
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