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| Section | Objectives |
|---|
| Topic 1: Generative AI and Large Language Models | - Large Language Models
- 1. LLM fundamentals
- 2. Language models and generative AI applications
- Generative AI Fundamentals
- 1. Generative AI use cases
- 2. Generative AI concepts and capabilities
|
| Topic 2: Artificial Intelligence and Machine Learning Fundamentals | - Artificial Intelligence Concepts
- 1. AI fundamentals and terminology
- 2. AI use cases and applications
- Machine Learning Fundamentals
- 1. Machine learning models and architectures
- 2. Supervised and unsupervised learning
- Deep Learning Fundamentals
- 1. Neural networks
- 2. Convolutional and sequence models
|
| Topic 3: OCI Generative AI and Oracle Database AI Capabilities | - Oracle AI Database
- 1. Vector database concepts
- 2. AI capabilities in Oracle Database
- AI Application Frameworks
- 1. Language frameworks
- 2. Retrieval and AI application concepts
- OCI Generative AI
- 1. Generative AI models and applications
- 2. OCI Generative AI services
|
| Topic 4: Oracle AI and Machine Learning Services | - Oracle AI Stack
- 1. AI data and machine learning services
- 2. AI infrastructure
- OCI AI Services
- 1. Language
- 2. Vision
- 3. Speech
- 4. Document Understanding
- OCI Machine Learning Services
- 1. Machine learning capabilities in OCI
- 2. OCI Data Science and machine learning workflows
|
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Practice Test Oracle 1z0-1122-26 Fee | 1z0-1122-26 Examinations Actual Questions
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Oracle Cloud Infrastructure 2026 AI Foundations Associate Sample Questions (Q18-Q23):
NEW QUESTION # 18
What distinguishes Generative AI from other types of AI?
- A. Generative AI creates diverse content such as text, audio, and images by learning patterns from existing data.
- B. Generative AI focuses on making decisions based on user interactions.
- C. Generative AI uses algorithms to predict outcomes based on past data.
- D. Generative AI involves training models to perform tasks without human intervention.
Answer: A
Explanation:
Generative AI is distinct from other types of AI in that it focuses on creating new content by learning patterns from existing data. This includes generating text, images, audio, and other types of media. Unlike AI that primarily analyzes data to make decisions or predictions, Generative AI actively creates new and original outputs. This ability to generate diverse content is a hallmark of Generative AI models like GPT-4, which can produce human-like text, create images, and even compose music based on the patterns they have learned from their training data.
NEW QUESTION # 19
What key objective does machine learning strive to achieve?
- A. Enabling computers to learn and improve from experience
- B. Improving computer hardware
- C. Explicitly programming computers
- D. Creating algorithms to solve complex problems
Answer: A
Explanation:
The key objective of machine learning is to enable computers to learn from experience and improve their performance on specific tasks over time. This is achieved through the development of algorithms that can learn patterns from data and make decisions or predictions without being explicitly programmed for each task.
As the model processes more data, it becomes better at understanding the underlying patterns and relationships, leading to more accurate and efficient outcomes.
NEW QUESTION # 20
Which capability is supported by the Oracle Cloud Infrastructure Vision service?
- A. Detecting and preventing fraud in financial transactions
- B. Generating realistic images from text
- C. Detecting vehicle number plates to issue speed citations
- D. Analyzing historical data for unusual patterns
Answer: C
Explanation:
The Oracle Cloud Infrastructure (OCI) Vision service is designed for image analysis tasks, which includes the capability to detect and recognize objects, such as vehicle number plates. This functionality is particularly useful for applications such as automated enforcement of traffic laws, where the system can identify vehicles exceeding speed limits and issue citations based on the detected number plates. This capability leverages advanced computer vision techniques to process and analyze visual data, making it suitable for applications in public safety, transportation, and law enforcement.
NEW QUESTION # 21
How do Large Language Models (LLMs) handle the trade-off between model size, data quality, data size and performance?
- A. They focus on increasing the number of tokens while keeping the model size constant.
- B. They ensure that the model size, training time, and data size are balanced for optimal results.
- C. They disregard model size and prioritize high-quality data only.
- D. They prioritize larger model sizes to achieve better performance.
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 # 22
What does " fine-tuning " refer to in the context of OCI Generative AI service?
- A. Encrypting the data for security reasons
- B. Adjusting the model parameters to improve accuracy
- C. Upgrading the hardware of the AI clusters
- D. Doubling the neural network layers
Answer: B
Explanation:
Fine-tuning in the context of the OCI Generative AI service refers to the process of adjusting the parameters of a pretrained model to better fit a specific task or dataset. This process involves further training the model on a smaller, task-specific dataset, allowing the model to refine its understanding and improve its performance on that specific task. Fine-tuning is essential for customizing the general capabilities of a pretrained model to meet the particular needs of a given application, resulting in more accurate and relevant outputs. It is distinct from other processes like encrypting data, upgrading hardware, or simply increasing the complexity of the model architecture.
NEW QUESTION # 23
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