11 NLP Project Ideas to Enhance Your NLP Skills

[{"selector":"#anim-05b8c776-fde9-4e88-b0be-1c87c63650b8","keyframes":{"transform":["scale(1)","scale(1.5)","scale(0.95)","scale(1)"],"offset":[0,0.33,0.66,1]},"delay":0,"duration":1450,"easing":"ease-in-out","fill":"both","iterations":1}] [{"selector":"#anim-e246324d-8cd4-442b-9100-c6f664dd4630","keyframes":{"transform":["scale(1)","scale(1.5)","scale(0.95)","scale(1)"],"offset":[0,0.33,0.66,1]},"delay":0,"duration":1450,"easing":"ease-in-out","fill":"both","iterations":1}] Analyze customer reviews to determine sentiment (positive, negative, or neutral) towards a product or service. 1. Sentiment Analysis for Customer Reviews: Image source:Freepik

[{"selector":"#anim-569f88ce-8e12-423a-84cd-04359ceacfdb","keyframes":{"transform":["scale(1)","scale(1.5)","scale(0.95)","scale(1)"],"offset":[0,0.33,0.66,1]},"delay":0,"duration":1450,"easing":"ease-in-out","fill":"both","iterations":1}] [{"selector":"#anim-7d4b8132-f271-4826-abbc-5089d159cee9","keyframes":{"transform":["scale(1)","scale(1.5)","scale(0.95)","scale(1)"],"offset":[0,0.33,0.66,1]},"delay":0,"duration":1450,"easing":"ease-in-out","fill":"both","iterations":1}] Create an interactive chatbot capable of understanding and responding to user queries. 2. Chatbot Development: Image source:Freepik

Build a tool that can generate concise summaries of longer texts.

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[{"selector":"#anim-b0b7648d-6b7d-48c8-ba13-c030686894a6","keyframes":{"transform":["scale(1)","scale(1.5)","scale(0.95)","scale(1)"],"offset":[0,0.33,0.66,1]},"delay":0,"duration":1450,"easing":"ease-in-out","fill":"both","iterations":1}] [{"selector":"#anim-7c680061-376e-4515-bdfb-b8a80a19fe7e","keyframes":{"transform":["scale(1)","scale(1.5)","scale(0.95)","scale(1)"],"offset":[0,0.33,0.66,1]},"delay":0,"duration":1450,"easing":"ease-in-out","fill":"both","iterations":1}] Develop a system to identify and categorize entities (e.g., names, locations) within a given text. 4. Named Entity Recognition (NER) System: Image source:Freepik

Create a language translation model that can convert text from one language to another.

[{"selector":"#anim-350425ff-1789-4a2b-b794-da3d9342c901","keyframes":{"transform":["scale(1)","scale(1.5)","scale(0.95)","scale(1)"],"offset":[0,0.33,0.66,1]},"delay":0,"duration":1450,"easing":"ease-in-out","fill":"both","iterations":1}] [{"selector":"#anim-9b06380f-f261-44de-9185-80e332973815","keyframes":{"transform":["scale(1)","scale(1.5)","scale(0.95)","scale(1)"],"offset":[0,0.33,0.66,1]},"delay":0,"duration":1450,"easing":"ease-in-out","fill":"both","iterations":1}] 5. Language Translation Model: Image source:Freepik

Design a classifier to identify and filter out spam emails from a user's inbox.

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[{"selector":"#anim-ae1fd07f-6c84-4677-a869-99222dd61bcd","keyframes":{"transform":["scale(1)","scale(1.5)","scale(0.95)","scale(1)"],"offset":[0,0.33,0.66,1]},"delay":0,"duration":1450,"easing":"ease-in-out","fill":"both","iterations":1}] [{"selector":"#anim-f1720054-db60-42d7-be06-dcb008c373d7","keyframes":{"transform":["scale(1)","scale(1.5)","scale(0.95)","scale(1)"],"offset":[0,0.33,0.66,1]},"delay":0,"duration":1450,"easing":"ease-in-out","fill":"both","iterations":1}] Develop a system that assigns grammatical categories (e.g., noun, verb) to words in a sentence. 7. Part-of-Speech (POS) Tagging System: Image source:Freepik

[{"selector":"#anim-3a98407b-2a64-42a5-adc2-700029142ff5","keyframes":{"transform":["scale(1)","scale(1.5)","scale(0.95)","scale(1)"],"offset":[0,0.33,0.66,1]},"delay":0,"duration":1450,"easing":"ease-in-out","fill":"both","iterations":1}] [{"selector":"#anim-a04f4aa8-12dc-4c92-9e34-3e68ba66aec0","keyframes":{"transform":["scale(1)","scale(1.5)","scale(0.95)","scale(1)"],"offset":[0,0.33,0.66,1]},"delay":0,"duration":1450,"easing":"ease-in-out","fill":"both","iterations":1}] Build a system capable of understanding and answering user questions based on a given text or knowledge base. 8. Question Answering System: Image source:Freepik

Create a system that converts spoken language into written text.

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[{"selector":"#anim-faa90e54-d3df-4a8e-9b6b-e6ea00028b5c","keyframes":{"transform":["scale(1)","scale(1.5)","scale(0.95)","scale(1)"],"offset":[0,0.33,0.66,1]},"delay":0,"duration":1450,"easing":"ease-in-out","fill":"both","iterations":1}] [{"selector":"#anim-14101d93-64d6-4923-838e-ff6764747bc7","keyframes":{"transform":["scale(1)","scale(1.5)","scale(0.95)","scale(1)"],"offset":[0,0.33,0.66,1]},"delay":0,"duration":1450,"easing":"ease-in-out","fill":"both","iterations":1}] Develop a text-based game where users can interact with characters or make decisions using natural language. 10. Text-based Game with NLP Interaction: Image source:Freepik

[{"selector":"#anim-33018554-4e5b-4feb-936b-b0fa4982bc34","keyframes":{"transform":["scale(1)","scale(1.5)","scale(0.95)","scale(1)"],"offset":[0,0.33,0.66,1]},"delay":0,"duration":1450,"easing":"ease-in-out","fill":"both","iterations":1}] [{"selector":"#anim-4b7d158e-c798-4be8-9308-a23ac8e47139","keyframes":{"transform":["scale(1)","scale(1.5)","scale(0.95)","scale(1)"],"offset":[0,0.33,0.66,1]},"delay":0,"duration":1450,"easing":"ease-in-out","fill":"both","iterations":1}] Build a model to detect misleading or fake news articles by analyzing their content. 11. Fake News Detection: Image source:Freepik

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