AWS Certified AI Practitioner AIF-C01 Practice Question
A startup has a limited budget and only a small set of labeled legal contracts, yet it needs a text-summarization model that understands legal terminology. Under the foundation model lifecycle, what is the primary advantage of choosing fine-tuning over training a model from scratch?
It replaces all model weights with random values so training restarts completely from zero knowledge.
It removes the need for any domain-specific training data because the pre-trained model already covers every task.
It encrypts the model's parameters to prevent any further updates after deployment.
It adapts an existing pre-trained model to the legal domain using a relatively small dataset and far less compute cost.
Fine-tuning starts with an already pre-trained foundation model whose weights encode general language knowledge. The team only needs to adjust that model using its small, domain-specific dataset, which greatly reduces the amount of data, compute time, and cost required. Training from scratch, skipping domain data, or freezing the weights would not adapt the model efficiently to legal terminology.
Ask Bash
Bash is our AI bot, trained to help you pass your exam. AI Generated Content may display inaccurate information, always double-check anything important.
What is fine-tuning in machine learning?
Open an interactive chat with Bash
Why is fine-tuning better than training a model from scratch?
Open an interactive chat with Bash
What is the benefit of using foundation models in tasks like legal text summarization?
Open an interactive chat with Bash
AWS Certified AI Practitioner AIF-C01
Fundamentals of Generative AI
Your Score:
Report Issue
Bash, the Crucial Exams Chat Bot
AI Bot
Loading...
Loading...
Loading...
Pass with Confidence.
IT & Cybersecurity Package
You have hit the limits of our free tier, become a Premium Member today for unlimited access.
Military, Healthcare worker, Gov. employee or Teacher? See if you qualify for a Community Discount.
Monthly
$19.99
$19.99/mo
Billed monthly, Cancel any time.
3 Month Pass
$44.99
$14.99/mo
One time purchase of $44.99, Does not auto-renew.
MOST POPULAR
Annual Pass
$119.99
$9.99/mo
One time purchase of $119.99, Does not auto-renew.
BEST DEAL
Lifetime Pass
$189.99
One time purchase, Good for life.
What You Get
All IT & Cybersecurity Package plans include the following perks and exams .