Fdaytalk Homework Help: Questions and Answers: A company uses a pre-trained Al model and further trains it with their own question-answer dataset. Which term is used to define this process?
a) Content Generation
b) Prompt Engineering
c) Sentiment Analysis
d) Fine-tuning
Answer:
First, let’s understand what the question is asking:
- It’s about for a term that describes the process of taking a pre-trained AI model and further training it with a company’s own dataset.
Now, with this understanding, lets solve this question.
Given Options: Step by Step Answering
a) Content Generation
- This refers to the process of creating new content, such as text, images, or other media. It is not related to training or modifying an AI model.
b) Prompt Engineering
- This involves designing and optimizing the prompts given to an AI model to elicit specific types of responses. While it may play a role in interacting with the AI, but it is not about training the model itself.
c) Sentiment Analysis
- This is a specific type of data analysis that involves determining the sentiment or emotion expressed in text. It is an application of AI but does not describe the process of training a model.
d) Fine-tuning
- This involves taking a pre-trained model and further training it on a specific dataset to adapt it to a particular task or domain. This is exactly what the company is doing by using their own question-answer dataset to further train the AI model.
Conclusion
Based on the above analysis, the correct answer is:
d) Fine-tuning
Fine-tuning is the process of taking a pre-trained model and further training it on a specific dataset to adapt it for a particular task or domain, which exactly matches the scenario described in the question.
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