Describe the steps involved in a machine learning project using the example of fruit sorting.

ICSE Class 10 Robotics & AI PYQ · 2025 Specimen · Section B

4(ii)Written · 2025 · Section B · 2025 Specimen

Describe the steps involved in a machine learning project using the example of fruit sorting.

Show SolutionHide Solution↓

The steps involved in a machine learning project using the example of fruit sorting are:

  1. Data collection: Collect images of different fruits such as apples, bananas, and oranges.
  2. Data preparation: Label the images and preprocess them to make the data suitable for analysis.
  3. Feature extraction: Identify features such as colour, shape, and size of fruits.
  4. Model training: Train a machine learning model using the prepared and labelled data so that it can learn patterns.
  5. Model testing: Test the trained model using new fruit images to check its accuracy.
  6. Deployment: Use the trained model in a real-time system to automatically sort fruits based on their features.
← Previous questionNext question →

Browse the free Robotics & AI sample bank