Which of the following NLP tasks can benefit from BERT-based models?*Stock market predictionSpeech synthesisSentiment analysisImage recognition
Question
Which of the following NLP tasks can benefit from BERT-based models?
- Stock market prediction
- Speech synthesis
- Sentiment analysis
- Image recognition
Solution
BERT-based models are primarily used for natural language processing tasks. Among the options provided:
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Stock market prediction: This is not a typical application for BERT-based models. While it's possible to use NLP techniques to analyze news articles or social media posts that might impact stock prices, the prediction of stock market movements is a complex task that involves numerous variables beyond just text data.
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Speech synthesis: BERT is not typically used for speech synthesis. Speech synthesis, or text-to-speech, is the process of creating spoken language from written text, which is a different kind of task.
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Sentiment analysis: Yes, BERT can be very useful for sentiment analysis. Sentiment analysis involves determining the sentiment expressed in a piece of text, which is a task that BERT is well-suited for.
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Image recognition: BERT is not used for image recognition. BERT is a model for text processing, while image recognition is a task typically handled by convolutional neural networks (CNNs).
So, among the given options, BERT-based models can benefit Sentiment Analysis.
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