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| Section | Weight | Objectives |
|---|
| Intro to ML Foundations | 15% | - Discuss Supervised Learning Fundamentals
- 1. Regression
- 2. Classification
- Explain Machine Learning Basics - Discuss Unsupervised Learning Fundamentals - Discuss Reinforcement Learning Fundamentals
|
| OCI Generative AI and Oracle 23ai | 10% | - Discuss Oracle Vector Search - Describe OCI Generative AI Services - Discuss Autonomous Database Select AI
|
| Intro to Generative AI and LLMs | 15% | - Explain Transformers Fundamentals - Discuss Large Language Models Fundamentals - Explain LLM Fine Tuning - Discuss Generative AI Overview - Explain Prompt Engineering and Instruction Tuning
|
| Intro to OCI AI Services | 20% | - OCI Speech - OCI Language - OCI Document Understanding - OCI Vision
|
| Get started with OCI AI Portfolio | 15% | - Discuss OCI ML Services Overview - Discuss OCI AI Services Overview - Discuss OCI AI Infrastructure Overview - Explain Responsible AI
|
| Intro to AI Foundations | 10% | - Discuss AI Applications and Types of Data - Discuss AI Basics - Explain AI vs ML vs DL
|
| Intro to DL Foundations | 15% | - Discuss Deep Learning Fundamentals - Explain Convolutional Models (CNN) - Explain Sequence Models (RNN and LSTM)
|
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Oracle Cloud Infrastructure 2026 AI Foundations Associate Sample Questions (Q13-Q18):
NEW QUESTION # 13
Which AI domain is associated with tasks such as identifying the sentiment of text and translating text between languages?
- A. Anomaly Detection
- B. Natural Language Processing
- C. Natural Language Processing
- D. Computer Vision
Answer: B
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 # 14
How do Large Language Models (LLMs) handle the trade-off between model size, data quality, data size and performance?
- A. They prioritize larger model sizes to achieve better performance.
- B. They ensure that the model size, training time, and data size are balanced for optimal results.
- C. They focus on increasing the number of tokens while keeping the model size constant.
- D. They disregard model size and prioritize high-quality data only.
Answer: B
NEW QUESTION # 15
What does " fine-tuning " refer to in the context of OCI Generative AI service?
- A. Upgrading the hardware of the AI clusters
- B. Adjusting the model parameters to improve accuracy
- C. Doubling the neural network layers
- D. Encrypting the data for security reasons
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 # 16
You are part of the medical transcription team and need to automate transcription tasks. Which OCI AI service are you most likely to use?
- A. Vision
- B. Language
- C. Speech
- D. Document Understanding
Answer: C
Explanation:
For automating transcription tasks in a medical transcription team, the most appropriate OCI AI service to use would be the " Speech " service. This service is designed to convert spoken language into text, which is essential for transcribing spoken medical reports or consultations into written form. The OCI Speech service provides capabilities such as speech-to-text conversion, which is specifically tailored for handling audio input and producing accurate transcriptions.
NEW QUESTION # 17
Which feature is NOT available as part of OCI Speech capabilities?
- A. Supports multiple languages including English, Spanish, and Portuguese
- B. Transcribes audio and video files into text
- C. Uses extensive data science experience to operate
- D. Provides timestamped, grammatically accurate transcriptions
Answer: C
Explanation:
OCI Speech capabilities are designed to be user-friendly and do not require extensive data science experience to operate. The service provides features such as transcribing audio and video files into text, offering grammatically accurate transcriptions, supporting multiple languages, and providing timestamped outputs.
These capabilities are built to be accessible to a broad range of users, making speech-to-text conversion seamless and straightforward without the need for deep technical expertise.
NEW QUESTION # 18
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