85 Outstanding NLP Project Ideas to Deal With

Natural Language Processing (NLP) is one of the branches of machine learning that primarily focuses on spoken language and large amounts of data. NLP is an interdisciplinary field that studies interactions between humans and machines using natural language. Conversational speech assistants (Amazon Alexa, Apple Siri), sentiment analysis tools (Amazon recommendations), language translation systems (Google Translate, IBM Watson), etc are some popular real-time NLP applications. Especially, with the rise of digital communication, NLP has become an essential component of modern technology, allowing machines to understand, interpret, and synthesize human language. Since NLP has been facing tremendous growth, one can widen their knowledge of machine learning and NLP by working on interesting NLP project ideas.

Wondering what topic to choose for your NLP project? Are you searching for top NLP project topics? Don’t worry! Just explore this blog. Here, we have shared a list of 85 excellent NLP project ideas for beginners, intermediate, and advanced levels. Working on the suggested project ideas will help you learn the intricacies of Natural Language Processing and improve your hands-on experience.

Skills Required to Build an NLP Project

Developing an NLP project is not an easy task. To build an NLP project, one must possess certain skills and good subject knowledge. If you are planning to work on an NLP project, then you must satisfy the below-listed requirements.

• Extensive experience with programming languages such as Java, Python, and R
• Strong knowledge of commonly used machine learning and deep learning algorithms and models like Universal Language Model Fine-tuning (ULM-FIT), Bidirectional Encoder Representations from Transformers (BERT), and Generative Pretrained Transformers (GPT).
• Comfortable with implementing NLP techniques in any popular deep learning framework such as TensorFlow, PyTorch, etc.
• Good knowledge of statistical techniques used to quantify the results of NLP algorithms.
• Practical experience with cloud-based platforms like Azure, and AWS.
• Basic knowledge of using NLP libraries like NLTK and spaCy.
• Strong understanding of data preprocessing, cleaning, and feature engineering.
• Excellent problem-solving skills.
• Strong analytical thinking abilities.

Different Stages of Natural Language Processing

Before you begin working on an NLP project, first, you must know the different stages involved in natural language processing. The following are the five important stages of NLP.

1. Lexical Analysis: It deals with the recognition and analysis of word structures. By using lexical analysis, the text can be separated into paragraphs, phrases, and words.
2. Syntactic Analysis: It analyzes grammar, word layouts, and word relationships.
3. Semantic Analysis: It returns all possible meanings for a precise and semantically valid statement.
4. Discourse Integration: It is managed by the sentences that precede it as well as the meaning of the ones that follow.
5. Pragmatic Analysis: It employs a set of rules that define cooperative dialogues to help you achieve the intended impact.

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Tips for Choosing a Good NLP Project Topic

To develop a NLP project, first, you must have a potential topic. In case, it is tedious for you to identify a perfect topic for your NLP project, the following tips will be helpful for you to get started.

• Determine your interests: Consider the areas of Natural Language Processing (NLP) that fascinate you the most. It can be anything related to chatbots, sentiment analysis, language production, or text categorization.
• Examine practical uses: Think about how NLP can be used to resolve practical issues such as sentiment analysis for social media monitoring, text summarization, or language translation.
• Evaluate research papers and articles: To gain inspiration and insight into what’s currently trending, review recent papers and articles on NLP-related topics.
• Brainstorm ideas: Note down as many ideas as you can think of, regardless of how absurd they may seem. Then, select the most feasible and realistic project topic from your list.
• Assess the project’s scope and complexity: Make sure the topic you have picked is not too wide or too specific. The topic should be feasible for you to complete your project within your time and available resources.
• Focus on datasets and resources: Make sure you have access to the necessary tools, libraries, and datasets that support your project.

List of the Best NLP Project Topics and Ideas

In this section, we have shared some significant NLP project topics to focus on. If you run short of NLP project topics, carefully go through the entire list and choose any project idea that matches your needs.

Simple NLP Project Ideas for Beginners

If you are new to learning Natural Language Processing, then for developing a project on it, try to select any simple topics rather than complex ideas. Listed below are a few simple NLP project titles that might be helpful for beginners to get started.

1. Build a text summarization tool using Python.
2. Create a Fake News Detector using TensorFlow in Python and NLP strategies.
3. Develop a system to classify spam SMS using NLP techniques and Python.
4. Build a model to classify toxic comments on social media
5. Create a model for Named Entity Recognition( NER) with NLP strategies and gadget-studying algorithms.
6. Build a model to generate research paper titles.
7. Develop a spell and grammar checker tool.
8. Train a model to auto-complete input suggestions using Flask and Python.
9. Build a chatbot using NLP.
10. Work on sentiment analysis with Python.
11. Create a model for market intelligence.
12. Develop a text extraction tool.
13. Work on intent classification.
14. Build a system for urgency detection.
15. Create a speech recognition tool.

Excellent NLP Project Ideas for Intermediate Level

Here, we have published a list of exclusive project ideas related to NLP for learners who belong to the intermediate level. If you are curious about widening your subject knowledge or implementing the concepts you have learned in your project, then the list we have shared will be helpful for you.

1. Extract main keywords from a text with TF-IDF and Python’s Scikit.
2. Develop a language identifier.
3. Extract stock sentiment from news headlines.
4. Work on sentiment analysis with deep learning using BERT.
5. NLP topic modeling using LDA and NMF.
6. Build an image captioning system using LSTM.
7. Develop a system for market basket analysis.
8. Create an automatic questions tagging system for easy categorization in platforms like Quora and StackOverflow.
9. Build a resume parsing system.
10. Develop a disease diagnosis system for healthcare projects.

Best NLP Project Ideas for Advanced Level

Are you seeking advanced NLP project topics? If yes, then get help from the list recommended below. In the list, especially, for advanced-level learners, we have included some intriguing research topics and project ideas that are associated with NLP concepts.

1. Extract keyphrases from scientific articles.
2. Build a text classification system with meta-learning.
3. Create a question-answering system using Distil BERT.
4. Build a model to complete the masked word using BERT.
5. Develop a homework helper app for NCERT questions.
6. Create a system to identify similar texts.
7. Fine-tune BERT for specific NLP tasks.
8. Conversational AI using LSTM and attention mechanism.
9. Perform Text classification with imbalanced data.
10. Text-to-Speech Synthesis.

Popular Topic Ideas for NLP Projects

For developing your NLP project, you may very well choose any popular topics or ideas in the list uploaded below. But when you deal with any commonly chosen NLP project topic, add your innovation and make your work appear original.

1. Build a text generation system using GPT-3.
2. Create a text summarization system using Transformers.
3. Develop a machine translation system using the seq2seq model.
4. Conduct sentiment analysis on social media data.
5. Text-to-image synthesis using Generative Adversarial Networks (GANs)
6. Perform Text classification with active learning
7. Predict closed questions on StackOverflow.
8. Build a model to detect paraphrasing.
9. Translate and summarize news.
10. Develop a similarity check API using NLP techniques.

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Latest NLP Project Ideas

Instead of working on popular NLP project topics, you may also concentrate on any latest project topics related to NLP that are suggested here. Developing projects on the latest NLP topics ensures relevance, innovation, and skill development and will also prepare you for industry demands and advancements.

1. Sentiment analysis using deep semi-supervised learning
2. Bitcoin price detection using machine learning.
3. Develop a model to detect logos using Python.
4. Churn modeling analysis using deep learning.
5. Build a diabetes prediction system using machine learning.
6. Hotel review rating classification using NLP.
7. Election results prediction based on Twitter data.
8. Online shopping review analysis using NLP.
9. Analyze the behavior of people in chat messages using NLP.
10. Perform customer satisfaction analysis using NLP.
11. Detect Spam posts on Twitter using natural language processing.
12. Develop a facial emotion recognition system using NLP.
13. Build a system to detect multiple writing styles in a text.
14. Develop a property price detection system.
15. Build text games like AI Dungeon.

Top NLP Project Topics for Students

Are you a student looking for high-quality NLP project ideas? If yes, then take a look at the list published below. Particularly, for students, in the list, we have added top NLP topics that are useful for developing an extraordinary project.

1. Focus on single-value decomposition.
2. Use Spacy to convert words into vectors.
3. Create a pre-trained learning model with appropriate knowledge for sequence generation.
4. Extract information using NLP techniques.
5. Identify figurative language in sarcasm to obtain opinions from natural language texts.
6. Use word embedding to represent natural language text while maintaining sentence context.
7. Develop an attention mechanism in deep learning to recognize natural language text contextually.
8. Apply deep learning to classify the emotions portrayed in natural language text.
9. Develop a deep learning model to detect irony and sarcasm in text to improve emotion recognition.
10. Use a deep learning model to analyze the context of the interaction and automate it.

Unique NLP Project Ideas

If you want your NLP project to stand out in the crowd, then take into consideration any relevant topic that was not explored earlier. Working on unexamined topics will not only foster creativity and innovation but will also set you apart in the field and showcase your expertise. These are a few unique NLP project titles for you to focus on.

1. Develop a chatbot that recognizes and responds to user emotions.
2. Automate resume screening by extracting relevant information.
3. Design an earpiece that translates languages in real time.
4. Develop a voice-activated system that generates stories based on user input.
5. Build a tool that summarizes long documents into concise, readable versions.
6. Develop a chatbot that offers support and resources for mental health.
7. Improve voice assistants like Alexa or Google Assistant with more accurate speech recognition.
8. Analyze product reviews to understand customer opinions and preferences.
9. Build a dialogue system that automates customer service interactions.
10. Create a tool that generates personalized email responses based on the sender’s email content.
11. Develop a model that identifies the author of a text based on writing style and syntax.
12. Create a dialogue system that simulates job interviews.
13. Analyze movie reviews to understand public sentiment towards films.
14. Build a tool that detects plagiarism in text documents.
15. Analyze medical texts to extract insights and support medical research.

The Bottom Line

So far, in this blog post, we have recommended 85 fantastic NLP project ideas for learners who belong to beginner, intermediate, and advanced categories. Out of the various ideas suggested, choose any topic of your choice and build an excellent NLP project. By developing an NLP project, you may not only expand your subject knowledge, analytical thinking, and problem-solving skills but also add more value to your portfolio upon successful completion of the project. In case, you need expert help with NLP project topic selection or if you experience any difficulties with finishing your NLP project, reach out to us. On our platform, we have well-qualified and experienced assignment helpers with strong knowledge of Natural Language Processing concepts. By using their expertise, according to your requirements, they will assist you in accurately completing your project on any NLP topic and securing the best grades possible.