The overuse of the sentiment analysis use case in NLP education can mislead students into thinking that text classification is all you can do with machine learning & NLP.

If you want to get exposed to other interesting NLP tasks and applications, here is a thread of resources.https://abs.twimg.com/emoji/v2/... draggable="false" alt="👇" title="Rückhand Zeigefinger nach unten" aria-label="Emoji: Rückhand Zeigefinger nach unten">
https://abs.twimg.com/emoji/v2/... draggable="false" alt="⭐️" title="Mittelgroßer Stern" aria-label="Emoji: Mittelgroßer Stern"> Papers with Code https://abs.twimg.com/emoji/v2/... draggable="false" alt="⭐️" title="Mittelgroßer Stern" aria-label="Emoji: Mittelgroßer Stern">

This website provides resources, like paper and code links, about state-of-the-art NLP methods. It also includes methods used in general in ML. You can also find information about tasks where the different methods are being used.

https://paperswithcode.com/ ">https://paperswithcode.com/">...
https://abs.twimg.com/emoji/v2/... draggable="false" alt="⭐️" title="Mittelgroßer Stern" aria-label="Emoji: Mittelgroßer Stern"> Recommendations for Getting Started with NLP https://abs.twimg.com/emoji/v2/... draggable="false" alt="⭐️" title="Mittelgroßer Stern" aria-label="Emoji: Mittelgroßer Stern">

I wrote a few book recommendations for getting started with NLP. A few books shared in the list provide real-world use cases of different NLP methods and applications. https://elvissaravia.substack.com/p/my-recommendations-for-getting-started">https://elvissaravia.substack.com/p/my-reco...
https://abs.twimg.com/emoji/v2/... draggable="false" alt="⭐️" title="Mittelgroßer Stern" aria-label="Emoji: Mittelgroßer Stern"> NLP Survey Papers https://abs.twimg.com/emoji/v2/... draggable="false" alt="⭐️" title="Mittelgroßer Stern" aria-label="Emoji: Mittelgroßer Stern">

Getting an initial high-level understanding of different NLP tasks and applications is key. Survey papers help a lot. This repo contains a list of NLP survey papers for getting a bit more exposure to a wide range of NLP tasks.

https://github.com/NiuTrans/ABigSurvey">https://github.com/NiuTrans/...
https://abs.twimg.com/emoji/v2/... draggable="false" alt="⭐️" title="Mittelgroßer Stern" aria-label="Emoji: Mittelgroßer Stern"> NLP Overview https://abs.twimg.com/emoji/v2/... draggable="false" alt="⭐️" title="Mittelgroßer Stern" aria-label="Emoji: Mittelgroßer Stern">

Even though this resource is mostly focused on deep learning methods applied to NLP, it includes brief and accessible explanations of ML methods and the kinds of tasks that can be solved with them such as dialogue systems and parsing.

https://nlpoverview.com/ ">https://nlpoverview.com/">...
https://abs.twimg.com/emoji/v2/... draggable= NLP Overview https://abs.twimg.com/emoji/v2/... draggable="false" alt="⭐️" title="Mittelgroßer Stern" aria-label="Emoji: Mittelgroßer Stern">Even though this resource is mostly focused on deep learning methods applied to NLP, it includes brief and accessible explanations of ML methods and the kinds of tasks that can be solved with them such as dialogue systems and parsing. https://nlpoverview.com/">..." title="https://abs.twimg.com/emoji/v2/... draggable="false" alt="⭐️" title="Mittelgroßer Stern" aria-label="Emoji: Mittelgroßer Stern"> NLP Overview https://abs.twimg.com/emoji/v2/... draggable="false" alt="⭐️" title="Mittelgroßer Stern" aria-label="Emoji: Mittelgroßer Stern">Even though this resource is mostly focused on deep learning methods applied to NLP, it includes brief and accessible explanations of ML methods and the kinds of tasks that can be solved with them such as dialogue systems and parsing. https://nlpoverview.com/">..." class="img-responsive" style="max-width:100%;"/>
Note: First try to get that high-level introduction to different NLP tasks/applications. Understanding frameworks used for different NLP tasks can lead to coming up with novel ideas and use cases in your project/business. This is not an exhaustive list. Share what has helped you.
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