What is evaluation ? Class 10 CBSE

Question

What is evaluation in the AI Project cycle?

Topic: Evaluation class 10 Artificial Intelligence CBSE

Type: Long Answer.

Answer 1

• Evaluation is the process of understanding the reliability of any AI model, based on outputs by feeding the test dataset into the model and comparing it with actual answers. 
   
• There can be different Evaluation techniques, depending on the type and purpose of the model. 
   
• Remember that It’s not recommended to use the data we used to build the model to evaluate it.
   
• This is because our model will simply remember the whole training set, and will therefore always predict the correct label for any point in the training set. This is known as overfitting.

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Evaluation is the Last Stage of the AI Project Cycle, All the Stages are Listed Below:-

1. Problem Scoping - Understanding the problem
2. Data Acquisition -  Collecting accurate and reliable data
3. Data Exploration - Arranging the data uniformly
4. Modelling - Creating Models from the data
5. Evaluation - Evaluating the project

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➤ Study in Detail about Evaluation at - Evaluation Class 10