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Auto Text Correction Using NLP at Project Centers in Bangalore

The objective of this study is to address the challenge of context-sensitive spelling errors in English papers. Spelling mistakes in English can be categorized into non-word errors and context-sensitive errors. Correcting context-sensitive spelling errors is more challenging as it requires understanding the relationship between the word to be corrected and its surrounding context. Non-word errors, on the other hand, can be easily resolved by comparing words with a dictionary. In any field that deals with text data, spelling mistakes are considered noise, and preprocessing techniques are needed to reduce this issue. Context-sensitive spelling errors encompass errors across word boundaries, typographical errors, grammatical errors, and homophone errors. This study primarily focuses on typographical mistakes, which arise from incorrect spacing between words due to pressing the wrong keys on a keyboard. To tackle the context-sensitive spelling mistake problem, this study utilizes a deep learning approach, which incorporates word embedding information, contextual embedding information, an auto-regressive (AR) language model, and an auto-encoding (AE) language model for correction. Through comprehensive testing, the AE language model-based technique demonstrated the best correction performance. This final year project, based on an IEEE paper, is an exceptional choice for computer science students. At our project centers in Bangalore, we offer the following components:
Complete documentation support for IEEE projects and final year projects.
Complete working hardware/software implementation in the students' environment.
Classes will be conducted accordingly to provide guidance and support throughout the project development process.
With our expertise in IEEE projects, specifically tailored for CSE students, we ensure the successful execution of the auto text correction project using NLP. It is a highly valuable and impactful project that improves the accuracy and quality of written English. Visit our project centers in Bangalore to avail of our exceptional services for your final year engineering project.

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