4 Commits

Author SHA1 Message Date
burtenshaw
68bde9fe8b delete real questions from example 2025-01-29 09:54:35 +01:00
burtenshaw
f326f117fb add uv dependency management 2025-01-28 11:09:53 +01:00
burtenshaw
8ee1e96ccd add unit 1 quiz as json with upload scripts 2025-01-28 11:09:36 +01:00
burtenshaw
3b38de6a3a set quiz page to use space iframe 2025-01-28 11:09:14 +01:00
5 changed files with 634 additions and 115 deletions

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@@ -5,6 +5,7 @@ description = "Add your description here"
readme = "README.md"
requires-python = ">=3.11"
dependencies = [
"datasets>=3.2.0",
"huggingface-hub>=0.27.1",
"ipykernel>=6.29.5",
"requests>=2.32.3",

10
quiz/data/unit_1.json Normal file
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@@ -0,0 +1,10 @@
[
{
"question": "Which of the following best describes a Large Language Model (LLM)?",
"answer_a": "A model specializing in language recognition",
"answer_b": "A massive neural network that understands and generates human language",
"answer_c": "A model exclusively used for language data tasks like summarization or classification",
"answer_d": "A rule-based chatbot used for conversations",
"correct_answer": "B"
}
]

33
quiz/push_questions.py Normal file
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@@ -0,0 +1,33 @@
import json
from pathlib import Path
from datasets import Dataset
from huggingface_hub import HfApi
ORG_NAME = "agents-course"
def main():
"""Push quiz questions to the Hugging Face Hub"""
for file in Path("data").glob("*.json"):
print(f"Processing {file}")
with open(file, "r") as f:
quiz_data = json.load(f)
repo_id = f"{ORG_NAME}/{file.stem}_quiz"
dataset = Dataset.from_list(quiz_data)
print(f"Pushing {repo_id} to the Hugging Face Hub")
dataset.push_to_hub(
repo_id,
private=True,
commit_message=f"Update quiz questions for {file.stem}",
)
if __name__ == "__main__":
main()

View File

@@ -1,116 +1,16 @@
# Unit 1 Quiz: Fundamentals of AI Agents
# Unit 1 Quiz
Well done on working through the first unit!
## Quiz on Large Language Models (LLMs)
Let's test your understanding of the key concepts covered in this unit.
1. Which of the following best describes a Large Language Model (LLM)?
- A. A model specializing in language recognition
- B. A massive neural network that understands and generates human language
- C. A model exclusively used for language data tasks like summarization or classification
- D. A rule-based chatbot used for conversations
## Quiz
2. LLMs are typically:
- A. Pre-trained on small, curated datasets
- B. Trained on large text corpora to capture linguistic patterns
- C. Trained purely on translation tasks
- D. Designed to function solely with GPU resources
Here is the interactive quiz. The quiz is hosted on the Hugging Face Hub in a space. It will take you through a set of multiple choice questions to test your understanding of the key concepts covered in this unit. Once you've completed the quiz, you'll be able to see your score and a breakdown of the correct answers.
3. Which of the following is a common architecture for LLMs?
- A. Convolutional Neural Networks (CNNs)
- B. Transformer
- C. Recurrent Neural Networks (RNNs) with LSTM
- D. Support Vector Machines
4. What does it mean when we say LLMs are "autoregressive"?
- A. They regress to the mean to reduce variance
- B. They generate text by predicting the next token based on previous tokens
- C. They can only handle labeled data
- D. They can output text only after the entire input is known at once
5. Which of these is NOT a common use of LLMs?
- A. Summarizing content
- B. Generating code
- C. Playing strategy games like chess or Go
- D. Conversational AI
## Quiz on Messages and Special Tokens
1. Which of the following best describes a "special token"?
- A. A token that makes the model forget all context
- B. A model signature required for API calls
- C. A token that helps segment or structure the conversation in the model
- D. A token that always represents the end of text
2. What is the primary goal of a "chat template"?
- A. To force the model into a single-turn conversation
- B. To structure interactions and define roles in a conversation
- C. To replace the need for system messages
- D. To store prompts into the model's weights permanently
3. How do tokenizers handle text for modern NLP models?
- A. By splitting text into individual words only
- B. By breaking words into subword units and assigning numerical IDs
- C. By storing text directly without transformation
- D. By removing all punctuation automatically
4. Which role in a conversation sets the overall behavior for a model?
- A. user
- B. system
- C. assistant
- D. developer
5. Which statement is TRUE about tool usage in chat templates?
- A. Tools cannot be used within the conversation context.
- B. Tools are used only for logging messages.
- C. Tools allow the assistant to offload tasks like web search or calculations.
- D. Tools are unsupported in all modern LLMs.
<!-- TODO: @burtenshaw add more questions on completion -->
<details>
<summary>solution</summary>
### LLMs Solutions (Updated)
1. **Question**: Which of the following best describes a Large Language Model (LLM)?
**Answer**: B. A massive neural network that understands and generates human language
**Explanation**: LLMs have millions to billions of parameters and can capture complex patterns in large text corpora.
2. **Question**: LLMs are typically:
**Answer**: B. Trained on large text corpora to capture linguistic patterns
**Explanation**: Training on large datasets helps them learn grammar, context, and various linguistic structures.
3. **Question**: Which of the following is a common architecture for LLMs?
**Answer**: B. Transformer
**Explanation**: The Transformer architecture is widely used by modern LLMs like Llama, GPT and BERT.
4. **Question**: What does it mean when we say LLMs are "autoregressive"?
**Answer**: B. They generate text by predicting the next token based on previous tokens
**Explanation**: Autoregressive generation means output tokens are predicted sequentially, one after another.
5. **Question**: Which of these is NOT a common use of LLMs?
**Answer**: C. Playing strategy games like chess or Go
**Explanation**: While LLMs excel at language tasks, they are not typically used for strategy board games.
### Messages and Special Tokens Solutions (Unchanged)
1. **Question**: Which of the following best describes a "special token"?
**Answer**: C. A token that helps segment or structure the conversation in the model
**Explanation**: Special tokens often indicate the start/end of roles or separate different parts of the conversation.
2. **Question**: What is the primary goal of a "chat template"?
**Answer**: B. To structure interactions and define roles in a conversation
**Explanation**: Chat templates maintain format consistency, ensuring the model knows who is speaking and why.
3. **Question**: How do tokenizers handle text for modern NLP models?
**Answer**: B. By breaking words into subword units and assigning numerical IDs
**Explanation**: Subword tokenization lets models handle rare or unknown words by splitting them into smaller chunks.
4. **Question**: Which role in a conversation sets the overall behavior for a model?
**Answer**: B. system
**Explanation**: System messages set global instructions that the model follows during the entire conversation.
5. **Question**: Which statement is TRUE about tool usage in chat templates?
**Answer**: C. Tools allow the assistant to offload tasks like web search or calculations.
**Explanation**: Tools extend model functionality by allowing external function calls within a conversation context.
</details>
<iframe
src="https://agents-course-unit_1_quiz.hf.space"
frameborder="0"
width="850"
height="450"
></iframe>

583
uv.lock generated
View File

@@ -1,11 +1,16 @@
version = 1
requires-python = ">=3.11"
resolution-markers = [
"python_full_version < '3.12'",
"python_full_version >= '3.12'",
]
[[package]]
name = "agents-course"
version = "0.1.0"
source = { virtual = "." }
dependencies = [
{ name = "datasets" },
{ name = "huggingface-hub" },
{ name = "ipykernel" },
{ name = "requests" },
@@ -13,11 +18,95 @@ dependencies = [
[package.metadata]
requires-dist = [
{ name = "datasets", specifier = ">=3.2.0" },
{ name = "huggingface-hub", specifier = ">=0.27.1" },
{ name = "ipykernel", specifier = ">=6.29.5" },
{ name = "requests", specifier = ">=2.32.3" },
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