Designing and Implementing a Data Science Solution on Azure — Question 3

You are building a machine learning model for translating English language textual content into French language textual content.
You need to build and train the machine learning model to learn the sequence of the textual content.
Which type of neural network should you use?

Answer options

• A. Multilayer Perceptions (MLPs)
• B. Convolutional Neural Networks (CNNs)
• C. Recurrent Neural Networks (RNNs)
• D. Generative Adversarial Networks (GANs)

Correct answer: C

Explanation

Recurrent Neural Networks (RNNs) are specifically designed to handle sequential data, making them ideal for tasks like language translation where the sequence of words matters. Multilayer Perceptions (MLPs) and Convolutional Neural Networks (CNNs) are not optimized for sequences, while Generative Adversarial Networks (GANs) are generally used for generating new data rather than processing sequences.