Natural Language Processing (NLP) is a fascinating field with numerous practical applications. Completing NLP projects as a beginner not only enhances your understanding but also strengthens your resume. Here are ten beginner-friendly NLP project ideas that can help boost your resume:
This is a fundamental concept in NLP. You can build a model to classify text as positive, negative, or neutral. This is a great project to get started with NLP because it is relatively simple and can be used to solve a real-world problem.
Text classification with sentiment analysis
NER is a critical NLP task that involves identifying and categorizing named entities in text, such as names of people, organizations, and locations. This is a more challenging project than text classification, but it is also more rewarding.
Named entity recognition (NER)
Chatbots are computer programs that can simulate conversation with a human user. This is a great project to showcase your NLP skills and your ability to build a working application.
Text summarization is the process of condensing long articles or documents into shorter, coherent summaries. This is a useful skill for anyone who needs to quickly digest large amounts of text.
Language translation is a classic NLP task. You can build a model to translate text from one language to another. This is a more challenging project than text summarization, but it is also a more impressive skill to have on your resume.
Speech recognition is the process of converting spoken words into text. This is a useful skill for anyone who wants to build applications that can interact with humans using voice commands.
Text generation is the process of creating new text, such as poems, code, scripts, musical pieces, email, letters, etc. This is a fun and creative project that can showcase your NLP skills.
Question answering systems are applications that can answer questions posed in natural language. This is a challenging project, but it is also a very rewarding one.
Question answering systems
Topic modeling is the process of identifying the topics that are discussed in a corpus of text. This is a useful skill for anyone who wants to analyze large amounts of text data.
Fake news detection is the process of identifying and classifying fake news articles. This is a very important project in today's world, where fake news is a major problem.
Fake news detection
These are just a few ideas for NLP projects that you can do to boost your resume. There are many other projects that you could choose from, so find one that interests you and that you think you can do well.