70 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 70 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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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

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

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.

Outstanding NLP Project Ideas for Advanced Level

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.

High-quality Topic Ideas for NLP Projects

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

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

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.

Wrapping Up

So far, in this blog post, we have recommended 70 fantastic NLP project ideas. Out of the various ideas suggested, choose any topic of your choice and build an excellent NLP project. In case, you want any other unique NLP project ideas or if you need NLP project help from an expert, contact us right away. On our platform, we have well-experienced assignment helpers with strong knowledge of Natural Language Processing and Machine Learning to provide high-quality NLP assignment help online according to your requirements. Especially, with the assistance of our subject professionals, you can submit error-free projects on time, boost your grades, and add value to your resume.