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| Section | Weight | Objectives |
|---|
| 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
|
| Deep Learning Foundations | 15% | - Deep Learning and neural networks
- 1. Recurrent Neural Networks, LSTMs, and sequence models
- 2. Convolutional Neural Networks (CNN) architectures
|
| Generative AI and Large Language Models | 15% | - Generative AI concepts
- 1. Transformers, prompt engineering, and fine-tuning
- 2. Embeddings, Retrieval-Augmented Generation (RAG), and LLMs
|
| OCI Generative AI and Oracle 23ai | 10% | - OCI Generative AI Service features
- 1. Oracle 23ai Vector Database integration
- 2. Generative AI capabilities on OCI
|
| 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
|
| Introduction to OCI AI Services | 20% | - OCI AI Service APIs
- 1. OCI Language, Vision, Speech, and Document Understanding services
- 2. OCI Select AI and AI service use cases
|
| 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
|
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Oracle Cloud Infrastructure 2026 AI Foundations Associate Sample Questions (Q28-Q33):
NEW QUESTION # 28
Lisa is working on a project that involves transcribing thousands of audio files stored in Oracle Cloud. She wants to process multiple files efficiently instead of transcribing them one by one. Which OCI Speech feature should Lisa use?
- A. Profanity filtering
- B. Confidence scoring
- C. Batch support
- D. Timestamping
Answer: C
Explanation:
OCI Speech supports batch transcription for efficiently processing prerecorded media. Lisa ' s key requirement is to process thousands of audio files without manually handling them individually. Oracle documentation explicitly identifies OCI Speech as supporting both real-time and batch transcription, while the OCI Speech documentation includes transcription jobs and large batch jobs among its supported workflows.
Oracle Docs Batch support therefore directly addresses high-volume processing of stored audio. Confidence scoring measures the service ' s certainty about recognized speech, timestamping associates transcript content with positions in the source recording, and profanity filtering controls how offensive language is represented.
Those capabilities enhance transcription output but do not provide the required multi-file processing mechanism. Consequently, Batch support is the appropriate OCI Speech capability for scalable transcription of Lisa ' s collection of audio files.
NEW QUESTION # 29
What are Convolutional Neural Networks (CNNs) primarily used for?
- A. Image generation
- B. Time series prediction
- C. Text processing
- D. Image classification
Answer: D
Explanation:
Convolutional Neural Networks (CNNs) are primarily used for image classification and other tasks involving spatial data. CNNs are particularly effective at recognizing patterns in images due to their ability to detect features such as edges, textures, and shapes across multiple layers of convolutional filters. This makes them the model of choice for tasks such as object recognition, image segmentation, and facial recognition.
CNNs are also used in other domains like video analysis and medical image processing, but their primary application remains in image classification.
NEW QUESTION # 30
Which AI Ethics principle leads to the Responsible AI requirement of transparency?
- A. Respect for human autonomy
- B. Prevention of harm
- C. Explicability
- D. Fairness
Answer: C
NEW QUESTION # 31
Which AI domain is associated with tasks such as identifying the sentiment of text and translating text between languages?
- A. Computer Vision
- B. Anomaly Detection
- C. Natural Language Processing
- D. Natural Language Processing
Answer: D
Explanation:
Natural Language Processing (NLP) is the AI domain associated with tasks such as identifying the sentiment of text and translating text between languages. NLP focuses on enabling machines to understand, interpret, and generate human language in a way that is both meaningful and useful. This domain covers a wide range of applications, including text classification, language translation, sentiment analysis, and more, all of which involve processing and analyzing natural language data.
NEW QUESTION # 32
How do Large Language Models (LLMs) handle the trade-off between model size, data quality, data size and performance?
- A. They disregard model size and prioritize high-quality data only.
- B. They ensure that the model size, training time, and data size are balanced for optimal results.
- C. They prioritize larger model sizes to achieve better performance.
- D. They focus on increasing the number of tokens while keeping the model size constant.
Answer: B
Explanation:
Large Language Models (LLMs) handle the trade-off between model size, data quality, data size, and performance by balancing these factors to achieve optimal results. Larger models typically provide better performance due to their increased capacity to learn from data; however, this comes with higher computational costs and longer training times. To manage this trade-off effectively, LLMs are designed to balance the size of the model with the quality and quantity of data used during training, and the amount of time dedicated to training. This balanced approach ensures that the models achieve high performance without unnecessary resource expenditure.
NEW QUESTION # 33
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