Exam 1Z0-1110-22: Oracle Cloud Infrastructure Data Science 2022 Professional
The Oracle Cloud Infrastructure Data Science Certified Professional certification ( 1Z0-1110-22 ) is intended for data scientists and other professionals responsible for building data science solutions and managing the complete lifecycle of machine learning models. The certification validates a candidate’s ability to effectively identify OCI services used for implementing machine learning solutions for specific business use cases. It also validates a candidate’s ability to incorporate machine learning best practices.
exam topics
Configure your tenancy for OCI Data Science
- Discuss OCI Data Science Overview & Concepts
- Discuss Accelerated Data Science (ADS) SDK Capabilities
- Configure your tenancy for Data Science
Design and Set up OCI Data Science Workspace
- Create and manage Projects and Notebook sessions
- Create and manage Conda environments
- Store credentials via OCI Vault
- Configure and manage source code in Code Repositories (Git)
Implement end-to-end Machine Learning Lifecycle
- Discuss ML Lifecycle Overview
- Access data from different sources
- Explore and Prepare data
- Visualize and Profile data
- Create and train models using OCI and Open source Libraries
- Create and Use automated ML capability from Oracle AutoML
- Evaluate models
- Obtain Global & Local Model Explanations
- Manage Models using Model Catalog
- Deploy & Invoke a Cataloged Model
Apply MLOps Practices
- Discuss general MLOps Architecture in OCI
- Create & Manage Jobs for custom tasks
- Scale with OCI Data Science
- Monitor & Log using MLOps Practices
Use related OCI Services
- Create and Manage Spark Applications using Data Flow and OCI Data Science
- Explain core OCI Open Data Service concepts
- Create and Export a Dataset using OCI Data Labeling
- Use OCI AI Services for ML Solutions