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| Section | Weight | Objectives |
|---|---|---|
| Intro to OCI AI Services | 20% | - OCI Speech - OCI Language - OCI Document Understanding - OCI Vision |
| Intro to DL Foundations | 15% | - Explain Convolutional Models (CNN) - Discuss Deep Learning Fundamentals - Explain Sequence Models (RNN and LSTM) |
| Intro to Generative AI and LLMs | 15% | - Explain Transformers Fundamentals - Discuss Large Language Models Fundamentals - Discuss Generative AI Overview - Explain LLM Fine Tuning - Explain Prompt Engineering and Instruction Tuning |
| Get started with OCI AI Portfolio | 15% | - Explain Responsible AI - Discuss OCI AI Services Overview - Discuss OCI AI Infrastructure Overview - Discuss OCI ML Services Overview |
| Intro to AI Foundations | 10% | - Explain AI vs ML vs DL - Discuss AI Basics - Discuss AI Applications and Types of Data |
| Intro to ML Foundations | 15% | - Discuss Unsupervised Learning Fundamentals - Discuss Reinforcement Learning Fundamentals - Explain Machine Learning Basics - Discuss Supervised Learning Fundamentals
|
| OCI Generative AI and Oracle 23ai | 10% | - Describe OCI Generative AI Services - Discuss Autonomous Database Select AI - Discuss Oracle Vector Search |
Question 1
What is the purpose of Attention Mechanism in Transformer architecture?
A. Apply a specific function to each word individually.
B. Convert tokens into numerical forms (vectors) that the model can understand.
C. Break down a sentence into smaller pieces called tokens.
D. Weigh the importance of different words within a sequence and understand the context.
Question 2
What is " in-context learning " in the realm of Large Language Models (LLMs)?
A. Teaching a model through zero-shot learning
B. Modifying the behavior of a pretrained LLM permanently
C. Training a model on a diverse range of tasks
D. Providing a few examples of a target task via the input prompt
Question 3
A customer feedback analysis team needs to extract insights from thousands of online product reviews. They want to determine whether customers express positive or negative opinions about different aspects of a product or service. Which feature of OCI Language is helpful?
A. Language detection
B. Key phrase extraction
C. Sentiment analysis
D. Named entity recognition
Question 4
What is the difference between classification and regression in Supervised Machine Learning?
A. Classification and regression both assign data points to categories.
B. Classification and regression both predict continuous values.
C. Classification assigns data points to categories, whereas regression predicts continuous values.
D. Classification predicts continuous values, whereas regression assigns data points to categories.
Question 5
You are working on a project for a healthcare organization that wants to develop a system to predict the severity of patients ' illnesses upon admission to a hospital. The goal is to classify patients into three categories - Low Risk, Moderate Risk, and High Risk - based on their medical history and vital signs. Which type of supervised learning algorithm is required in this scenario?
A. Clustering
B. Multi-Class Classification
C. Binary Classification
D. Regression
Solutions:
| Question 1 Answer: D | Question 2 Answer: D | Question 3 Answer: C | Question 4 Answer: C | Question 5 Answer: B |
Miranda
Rachel
Tina
Adrian
Bartholomew
Carey
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