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Oracle 1z0-1096-22 Exam Syllabus Topics:
| Section | Objectives |
| Oracle Machine Learning Fundamentals | - Machine Learning Concepts
- 1. Supervised Learning
- 2. Unsupervised Learning
- 3. Anomaly Detection
- 4. Regression
- 5. Classification
- 6. Clustering
|
| Oracle Machine Learning Environment | - Oracle Machine Learning Components
- 1. Job Scheduling
- 2. Notebook Sharing and Permissions
- 3. OML Notebooks
- 4. Workspaces and Templates
- 5. User and Workspace Management
|
| Oracle Machine Learning Notebooks | - Notebook Development
- 1. Collaboration Features
- 2. SQL Notebooks
- 3. Notebook Templates
- 4. Notebook Forms
- 5. Python Notebooks
|
| Administration and Security | - Administration Tasks
- 1. Privileges and Roles
- 2. Security and Access Control
- 3. User Administration
- 4. Workspace Administration
|
| Building and Evaluating Models | - Model Development
- 1. Association Rules
- 2. Clustering Models
- 3. Model Evaluation
- 4. Classification Models
- 5. Regression Models
- 6. Model Scoring
|
| Data Preparation and Exploration | - Data Analysis
- 1. Data Collection
- 2. Data Transformation
- 3. Normalization
- 4. Feature Engineering
- 5. Data Visualization
- 6. Missing Value Treatment
|
| AutoML and In-Database Machine Learning | - Automated Machine Learning
- 1. AutoML Experiments
- 2. Model Tuning
- 3. Algorithm Selection
- 4. Feature Selection
|
Oracle Machine Learning using Autonomous Database 2022 Specialist Sample Questions:
1. Examine the command:
%script
SET SQLFORMAT ANSICONSOLE
What is the output of a query if this sqlformat is set?
A) It formats the output columns with fixed-width columns with data enclosed in double quotation marks.
B) It formats the output columns to return ANSI characters.
C) It formats the output columns to add ANSI characters as the delimiter string.
D) It formats and resizes the output columns to the width of the data to save space.
2. Which step in the AutoML pipeline involves reducing the size of the large data set into a small-er data set that adequately represents the original?
A) Algorithm Selection
B) Hyperparameter Tuning
C) Feature Selection
D) Adaptive Sampling
E) Model Selection
3. Which two statements are true about OML AutoML UI? (Choose two.)
A) An Experiment returns a single machine learning model, on successful execution Pro-vides Classification Prediction Type for numeric data and Regression Prediction Type for non-numeric data.
B) When creating a notebook from an experiment-produced Model, the top algorithm in the Leader Board is automatically selected and converted to OML4Py code.
C) An Experiment can be run with two possible options: Faster Results or Better Accura-cy.
D) Automates key modeling steps such as algorithm selection, feature selection, and hy-perparameter tuning.
4. When running which type of code must you use %script in Oracle Machine Learning Note-books?
A) JavaScript
B) SQL script
C) PL/SQL script
D) JSON script
5. You are working as an application developer using Oracle Machine Learning Notebooks and want to get your project and notebooks reviewed by a subject matter expert (SME). You granted the Developer permission to the SME on the workspace.
Which two actions can be performed by the SME?
A) Create jobs for shared notebooks.
B) Create new projects.
C) View, create, run, and update any notebook in the workspace.
D) View and run jobs of shared notebooks.
E) Create new workspaces.
Solutions:
Question # 1 Answer: B | Question # 2 Answer: D | Question # 3 Answer: C,D | Question # 4 Answer: C | Question # 5 Answer: B,E |