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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Integrate Related OCI Services | 10% | - Integration with OCI Object Storage, Vault, and Networking - Use OCI AI and data services with Data Science |
| Topic 2: Design and Set Up Data Science Workspace | 15% | - Manage access control, security, and IAM integration - Configure compute shapes, storage, and networking - Create and manage projects and notebook sessions |
| Topic 3: Implement End-to-End Machine Learning Lifecycle | 45% | - Use AutoML and built-in algorithms - Model saving, cataloging, and versioning - Model development, training, and evaluation - Data preparation, exploration, and transformation - Deploy models and manage endpoints |
| Topic 4: Apply MLOps Practices | 20% | - Governance, auditing, and compliance - ML pipelines, automation, and reproducibility - Model monitoring, drift detection, and performance tracking |
| Topic 5: OCI Data Science - Introduction & Configuration | 10% | - Overview and core concepts of OCI Data Science - Tenancy and environment configuration for Data Science - Capabilities of the Accelerated Data Science (ADS) SDK |
1. You want to make your model more parsimonious to reduce the cost of collecting and processing dat a. You plan to do this by removing features that are highly correlated. You would like to create a heatmap that displays the correlation so that you can identify candidate features to remove. Which Accelerated Data Science (ADS) SDK method would be appropriate to display the correlation between Continuous and Categorical features?
A) cramersv_plot()
B) correlation_ratio_plot()
C) corr()
D) pearson_plot()
2. 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 involves data that has been labeled and classified, while unsupervised learning data is unlabeled and unclassified.
C) Supervised learning is monitored closely by data scientists, while they don’t play a role inunsupervised learning.
D) Supervised learning is only used for image recognition, while unsupervised learning can be used for various analytics applications.
3. You are using Oracle Cloud Infrastructure (OCI) Anomaly Detection to train a model to detect anomalies in pump sensor dat a. What are you trying to determine? How does the required False Alarm Probability setting affect an anomaly detection model?
A) It adds a score to each signal indicating the probability that it’s a false alarm
B) It is used to disable the reporting of false alarms
C) It changes the sensitivity of the model to detecting anomalies
D) It determines how many false alarms occur before an error message is generated
4. You are given the task of writing a program that sorts document images by language. Which Oracle service would you use?
A) OCI Vision
B) Oracle Digital Assistant
C) OCI Language
D) OCI Speech
5. Which Oracle Accelerated Data Science (ADS) classes can be used for easy access to datasets fromreference libraries and index websites, such as scikit-learn?
A) SecretKeeper
B) DatasetBrowser
C) ADSTuner
D) DatasetFactory
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: B | Question # 3 Answer: C | Question # 4 Answer: C | Question # 5 Answer: D |
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