Oracle Machine Learning using Autonomous Database 2022 Specialist - 1z0-1096-22

Oracle 1z0-1096-22 test insides dumps
  • Exam Code: 1z0-1096-22
  • Exam Name: Oracle Machine Learning using Autonomous Database 2022 Specialist
  • Updated: Aug 05, 2026
  • Q & A: 75 Questions and Answers
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Oracle 1z0-1096-22 Exam Syllabus Topics:
SectionWeightObjectives
Topic 1: Administration and Security10%- Access control and privileges
  • 1. User and role management for OML
  • 2. Security policies and data access permissions
  • 3. Monitoring and maintenance
Topic 2: Oracle Machine Learning Fundamentals15%- Machine learning concepts and paradigms
  • 1. Supervised, unsupervised, and semi-supervised learning
  • 2. OML components and integration with Autonomous Database
  • 3. In-database machine learning architecture
Topic 3: Building and Evaluating Models25%- Model development and validation
  • 1. OML4SQL, OML4Py, and OML4R usage
  • 2. Model performance metrics and evaluation
  • 3. Model tuning and optimization
  • 4. Classification, regression, clustering, association rules
Topic 4: OML Notebooks and Environment15%- Workspace and notebook management
  • 1. SQL, PL/SQL, Python, and R notebook execution
  • 2. Sharing, collaboration, and job scheduling
  • 3. Creating projects, workspaces, and notebooks
Topic 5: AutoML and Model Management15%- Automated machine learning
  • 1. Algorithm recommendation and model generation
  • 2. Model registration, versioning, and deployment
  • 3. AutoML experiments and feature selection
Topic 6: Data Preparation and Exploration20%- Data access and transformation
  • 1. Handling missing values and outliers
  • 2. Feature engineering and normalization
  • 3. Data profiling and visualization
  • 4. Using OML4SQL and OML Notebooks for data exploration
Oracle Machine Learning using Autonomous Database 2022 Specialist Sample Questions:

1. Which is NOT a supervised learning algorithm?

A) Stepwise Linear Regression
B) Naïve Bayes
C) Support Vector Machines
D) Decision Tree
E) Hierarchical K-Means


2. What is the correct sequence of function invocations of AutoML API from OML4Py to solve a business problem?

A) Model selection, Algorithm selection
B) Algorithm selection, Feature selection. Model tuning
C) Model selection, Algorithm selection
D) Model tuning. Algorithm selection. Feature selection


3. In which format is an Oracle Machine Learning Notebooks notebook saved or exported?

A) custom binary format
B) JSON
C) XML
D) CSV


4. Which type of machine learning algorithm is used to deal with noise in incoming data?

A) Regression
B) Clustering
C) Classification
D) Dimensionality Reduction


5. You are tasked with building a predictive model that can estimate the price of houses, based on attributes like number of rooms, square-footage (size), location, neighborhood attributes, year built among others.
Which three algorithms can you use to produce such a model with Oracle Machine Learning?

A) Neural Networks (Regression)
B) Support Vector Machine (Regression)
C) Generalized Linear Model (Regression)
D) One-Class Support Vector Machine
E) Generalized Linear Model (Classification)
F) Explicit Semantic Analysis


Solutions:

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

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