Which of the following techniques can be used to improve the performance of a cl

Practice Questions

Q1
Which of the following techniques can be used to improve the performance of a classification model?
  1. Feature scaling
  2. Data augmentation
  3. Hyperparameter tuning
  4. All of the above

Questions & Step-by-Step Solutions

Which of the following techniques can be used to improve the performance of a classification model?
  • Step 1: Understand that a classification model is used to categorize data into different classes or labels.
  • Step 2: Identify techniques that can improve the model's performance, such as data cleaning, feature selection, and model tuning.
  • Step 3: Realize that enhancing data quality means ensuring the data is accurate, complete, and relevant.
  • Step 4: Learn that model training involves adjusting the model parameters to better fit the data.
  • Step 5: Conclude that using various techniques together can lead to better predictions and overall performance of the classification model.
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