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Oracle 1Z0-1110-26 Exam Syllabus Topics:
| 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: Implement End-to-End Machine Learning Lifecycle | 45% | - Model development, training, and evaluation - Use AutoML and built-in algorithms - Model saving, cataloging, and versioning - Data preparation, exploration, and transformation - Deploy models and manage endpoints |
| Topic 3: Apply MLOps Practices | 20% | - Model monitoring, drift detection, and performance tracking - ML pipelines, automation, and reproducibility - Governance, auditing, and compliance |
| Topic 4: OCI Data Science - Introduction & Configuration | 10% | - Tenancy and environment configuration for Data Science - Overview and core concepts of OCI Data Science - Capabilities of the Accelerated Data Science (ADS) SDK |
| Topic 5: Design and Set Up Data Science Workspace | 15% | - Create and manage projects and notebook sessions - Manage access control, security, and IAM integration - Configure compute shapes, storage, and networking |
Oracle Cloud Infrastructure Data Science Professional Sample Questions:
1. Which technique can be used for feature engineering in the machine learning lifecycle?
A) Gradient boosting
B) Principal Component Analysis (PCA)
C) Support Vector Machines (SVM)
D) K-means clustering
2. You have built a machine model to predict whether a bank customer is going to default on a loan. You want to use Local Interpretable Model-Agnostic Explanations (LIME) to understand a specific prediction. What is the key idea behind LIME?
A) Global behaviour of a machine learning model may be complex, while the local behaviour may be approximated with a simpler surrogate model
B) Global and local behaviours of machine learning models are similar
C) Local explanation techniques are model-agnostic, while global explanation techniques are not
D) Model-agnostic techniques are more interpretable than techniques that are dependent on the types of models
3. You have an embarrassingly parallel or distributed batch job on a large amount of data that you consider running using Data Science Jobs. What would be the best approach to run the workload?
A) Create a new job for every job run that you have to run in parallel, because the Data Science Jobs service can have only one job run per job
B) Create the job in Data Science Jobs and then start the number of simultaneous job runs required for your workload
C) Create the job in Data Science Jobs and start a job run. When it is done, start a new job run until you achieve the number of runs required
D) Reconfigure the job run because Data Science Jobs does not support embarrassingly parallel workloads
4. You want to write a Python script to create a collection of different projects for your data science team. Which Oracle Cloud Infrastructure (OCI) Data Science interface would you use?
A) The OCI Software Development Kit (SDK)
B) OCI Console
C) Mobile App
D) Command Line Interface (CLI)
5. You have been given a collection of digital files required for a business audit. They consist of several different formats that you would like to annotate using Oracle Cloud Infrastructure (OCI) Data Labeling. Which THREE types of files could this tool annotate?
A) An audio recording of a phone conversation
B) A collection of purchase orders for office supplies
C) Images of computer server racks
D) A typewritten document that details an annual budget
E) Video footage of a conversation in a conference room
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: A | Question # 3 Answer: B | Question # 4 Answer: A | Question # 5 Answer: C,D,E |
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