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Oracle 1z0-1122-26 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|
| Generative AI and Large Language Models | 15% | - Generative AI concepts
- 1. Embeddings, Retrieval-Augmented Generation (RAG), and LLMs
- 2. Transformers, prompt engineering, and fine-tuning
|
| Deep Learning Foundations | 15% | - Deep Learning and neural networks
- 1. Convolutional Neural Networks (CNN) architectures
- 2. Recurrent Neural Networks, LSTMs, and sequence models
|
| Machine Learning Foundations | 15% | - Machine Learning fundamentals
- 1. Reinforcement learning basics and model evaluation concepts
- 2. Unsupervised learning: clustering and dimensionality reduction
- 3. Supervised learning: regression and classification
|
| OCI AI Portfolio | 15% | - Overview of OCI AI offerings
- 1. AI Services, ML Services, and AI Infrastructure overview
- 2. OCI Data Science and GPU-based compute infrastructure
|
| AI Foundations | 10% | - Artificial Intelligence basics and terminology
- 1. AI applications, use cases, and responsible AI principles
- 2. AI, Machine Learning, and Deep Learning relationship
|
| OCI Generative AI and Oracle 23ai | 10% | - OCI Generative AI Service features
- 1. Generative AI capabilities on OCI
- 2. Oracle 23ai Vector Database integration
|
| Introduction to OCI AI Services | 20% | - OCI AI Service APIs
- 1. OCI Select AI and AI service use cases
- 2. OCI Language, Vision, Speech, and Document Understanding services
|
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Oracle Cloud Infrastructure 2026 AI Foundations Associate 1z0-1122-26 Prüfungsfragen mit Lösungen (Q47-Q52):
47. Frage
What feature of OCI Data Science provides an interactive coding environment for building and training models?
- A. Notebook sessions
- B. Model catalog
- C. Conda environment
- D. Accelerated Data Science (ADS) SDK
Antwort: A
Begründung:
In OCI Data Science, Notebook sessions provide an interactive coding environment that is essential for building, training, and deploying machine learning models. These sessions allow data scientists to write and execute code in real time, offering a flexible environment for data exploration, model experimentation, and iterative development. The integration with various OCI services and support for popular machine learning frameworks further enhances the utility of Notebook sessions, making them a crucial tool in the data science workflow.
48. Frage
Which feature is NOT supported as part of the OCI Language service ' s pretrained language processing capabilities?
- A. Sentiment Analysis
- B. Language Detection
- C. Text Generation
- D. Text Classification
Antwort: C
Begründung:
The OCI Language service offers several pretrained language processing capabilities, including Text Classification, Sentiment Analysis, and Language Detection. However, it does not natively support Text Generation as a part of its core language processing capabilities. Text Generation typically involves creating new content based on input prompts, which is a feature more commonly associated with models specifically designed for natural language generation.
49. Frage
Which AI domain can be employed for identifying patterns in images and extract relevant features?
- A. Speech Processing
- B. Computer Vision
- C. Anomaly Detection
- D. Natural Language Processing
Antwort: B
Begründung:
Computer Vision is the AI domain specifically employed for identifying patterns in images and extracting relevant features. This field focuses on enabling machines to interpret and understand visual information from the world, automating tasks that the human visual system can perform, such as recognizing objects, analyzing scenes, and detecting anomalies. Techniques in Computer Vision are widely used in applications ranging from facial recognition and image classification to medical image analysis and autonomous vehicles.
50. Frage
In machine learning, what does the term " model training " mean?
- A. Analyzing the accuracy of a trained model
- B. Performing data analysis on collected and labeled data
- C. Establishing a relationship between input features and output
- D. Writing code for the entire program
Antwort: C
Begründung:
In machine learning, " model training " refers to the process of teaching a model to make predictions or decisions by learning the relationships between input features and the corresponding output. During training, the model is fed a large dataset where the inputs are paired with known outputs (labels). The model adjusts its internal parameters to minimize the error between its predictions and the actual outputs. Over time, the model learns to generalize from the training data to make accurate predictions on new, unseen data.
51. Frage
Which statement describes the Optical Character Recognition (OCR) feature of Oracle Cloud Infrastructure Document Understanding?
- A. It recognizes and extracts text from a document.
- B. It enhances the visual quality of documents.
- C. It provides real-time translation of text.
- D. It converts audio files into text.
Antwort: A
Begründung:
The Optical Character Recognition (OCR) feature of Oracle Cloud Infrastructure (OCI) Document Understanding recognizes and extracts text from documents. This capability is fundamental for converting printed or handwritten text into a machine-readable format, allowing for further processing, such as text analysis, search, and archiving. OCI ' s OCR is an essential tool in automating document processing workflows, enabling businesses to digitize and manage their documents efficiently.
52. Frage
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