Fundamentals of Neural Networks - Why Use RNN

The video introduces Recurrent Neural Networks (RNNs) and their motivation in natural language processing, emphasizing the importance of grammar and word order. It highlights the limitations of conventional neural networks in handling time dependencies, which RNNs address. The video explores RNN applications like machine translation, speech recognition, and text generation, and discusses their future potential in fields like sentiment analysis and image recognition.

What is the fundamental motivation behind developing RNNs in natural language processing?

Explain the significance of grammar in understanding sentences.

What are the limitations of conventional neural networks in processing language?

List some applications of RNNs mentioned in the text.

How does machine translation work using RNNs?

Describe how text generation is implemented in applications like Gmail.

What potential future applications of RNNs are discussed in the text?