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Deep Learning Online Test

Topics Covered

  • Neural Networks

Useful for hiring

  • Deep Learning Engineer
  • Research Engineer - Deep Learning
  • Deep Learning Developer

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Question

Your boss told you that you need to do sentiment analysis using Convolutional Neural Networks. Knowing that Convolutional Neural Networks are well-known for good performance in images, how will you react?

Answer
    • You can't use Convolutional Neural Networks for Natural Language Processing.

    • That's totally wrong. Recurrent Neural Networks are better to use for this.

    • It's totally alright. Convolutional Neural Networks can also be used for Natural Language Processing

    • It's totally okay. We just need to reconstruct the documents to images before applying Convolutional Neural Networks

Question

Suppose you were given a neural network architecture shown in the image and its activation function. What would be the weights and bias if you would want to implement an AND function?

Answer
    • bias = -1.5, w1 = 1, w2 = 1

    • bias = 1.5, w1 = 2, w2 = 2

    • bias = 1, w1 = 1.5, w2 = 1.5

Question

The deep learning model still isn't converging even long after its expected time of completion. The data that was ingested for training was untouched. How will you remedy the situation?

Answer
    • Further decrease the learning rate

    • Normalize the data

    • Increase the number of epochs

    • Lessen the batch size

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