Oracle 1Z0-1195-25 Exam Dumps

An example of an in-database option in Oracle Automated Machine Learning (AutoML) is 'Oracle Machine Learning for Python (OML4PY) APIs' (C). OML4Py enables Python-based machine learning directly within the database, leveraging in-database algorithms for performance and security. 'REST Interface' (A) is an access method, 'Cognitive text' (B) is a feature, not an algorithm type, and 'Tuning of hyperparameter' (D) is a process, not a specific option. Oracle's documentation highlights OML4Py as a key in-database ML tool.

The 'OCI Data Catalog' provides a 'View of data for discovery' (D) when integrated with Autonomous Databases and OCI Object Storage in the Lakehouse solution. It serves as a metadata management service, offering a centralized view of data assets, their schemas, and relationships, enabling users to discover and understand data across the Lakehouse. 'Analytic environments' (A) and 'Data Warehouse' (B) refer to processing or storage constructs, not the role of Data Catalog. 'Source of managed services' (C) is vague and not a documented function. Oracle's documentation highlights Data Catalog's role in data discovery and governance, not processing or storage.

'SQLcl (including Liquibase)' (D) is the tool provided to support CI/CD workflows. SQLcl integrates with Liquibase to track, version, and deploy database schema changes, aligning with CI/CD pipelines. 'ADB console' (A) is for monitoring, 'Database Actions' (B) is for SQL tasks, and 'SQL Developer' (C) is a GUI tool, none of which are CI/CD-focused. Oracle's documentation highlights SQLcl's Liquibase integration for DevOps workflows.

The 'Oracle Autonomous Database' (B) offers the highest degree of security and governance with a self-service experience. It includes automated security features (e.g., TDE, network encryption), self-patching, and fine-grained access controls, all managed by Oracle, while allowing users to provision and manage databases independently. 'Exadata Cloud Service' (A) provides high performance but requires more manual oversight. 'Oracle Database Cloud Service' (C) offers flexibility but less automation, and 'Oracle MySQL Database Service' (D) lacks the same level of autonomous security. Oracle's documentation positions Autonomous Database as the pinnacle of secure, self-service deployment.

A 'MySQL Database Service DB System' includes a 'Compute Instance' (A) for processing, a 'Virtual Network Interface' (B) for networking, and 'Block Storage' (D) for data. 'FastConnect' (C), a high-speed connectivity service to OCI, is not a component of the DB system itself but an optional external connection. Oracle's MySQL Service documentation lists the core components, excluding FastConnect.