How does machine learning impact NLP?

How does machine learning impact natural language processing?

Machine learning significantly enhances NLP by enabling algorithms to learn from data, improving tasks like translation and sentiment analysis.

Can you give me examples of machine learning applications in NLP?

Sure! Examples include chatbots, language translation services, and text summarization tools.

What are the challenges faced in applying machine learning to NLP?

Challenges include handling ambiguity in language, the need for large datasets, and ensuring models generalize well.

How do neural networks contribute to NLP?

Neural networks, especially deep learning models, excel in capturing complex patterns in language, leading to better understanding and generation.