Scenario-based Data Science Interview Questions and Answers

Q.12 Suppose that you have to train your neural networks over a dataset of 20 GB. You have a RAM of 3 GB. How will you resolve this problem of training large data?

Ans.

• We will train our neural network with limited memory as follows:
• We first load the entire data in our numpy array.
• Then we obtain the data through passing the index to the numpy array.
• We then pass this data to our neural network and train it in small batches.