Foundation Models Quiz

Quiz
•
Engineering
•
University
•
Hard
Deepan Sivakumar
FREE Resource
10 questions
Show all answers
1.
MULTIPLE CHOICE QUESTION
30 sec • 2 pts
What is a foundation model?
A model trained for a single, narrow task
A small model used for initialization
A large pre-trained model adaptable to multiple tasks
A model specifically for reinforcement learning
2.
MULTIPLE CHOICE QUESTION
30 sec • 2 pts
Which of the following is a foundation model?
SVM
ResNet-18
GPT-4
k-NN
3.
MULTIPLE CHOICE QUESTION
30 sec • 2 pts
Foundation models are usually trained using:
Supervised learning only
Unsupervised or self-supervised learning on massive data
Reinforcement learning
Small labeled datasets
4.
MULTIPLE CHOICE QUESTION
30 sec • 2 pts
What enables foundation models to generalize across tasks?
Task-specific optimization
Handcrafted features
Large-scale training on diverse data
Shallow architecture
5.
MULTIPLE CHOICE QUESTION
30 sec • 2 pts
Which of the following is a challenge in foundation models?
Lack of scalability
Inability to pre-train
Hallucination and bias
Too few parameters
6.
MULTIPLE CHOICE QUESTION
30 sec • 2 pts
What is fine-tuning in the context of foundation models?
Reducing model parameters
Training from scratch
Adapting a pre-trained model to a specific task
Testing the model performance
7.
MULTIPLE CHOICE QUESTION
30 sec • 2 pts
Which of the following foundation models is designed for both vision and language tasks?
YOLO
BERT
CLIP
DeepSpeech
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