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Questions Validation System for Ordinary level & Advanced Level Accounting Syllabus Using Natural Language Processing & Machine learning

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dc.contributor.author Hettiarachchi, Asel Sanjula
dc.date.accessioned 2024-03-12T10:16:08Z
dc.date.available 2024-03-12T10:16:08Z
dc.date.issued 2023
dc.identifier.citation Hettiarachchi, Asel Sanjula (2023) Questions Validation System for Ordinary level & Advanced Level Accounting Syllabus Using Natural Language Processing & Machine learning. BSc. Dissertation, Informatics Institute of Technology en_US
dc.identifier.issn 2018438
dc.identifier.uri http://dlib.iit.ac.lk/xmlui/handle/123456789/1858
dc.description.abstract This project combination of NLP and machine learning techniques to calculate and create Ledger accounts from given questions and create a balance statement using those ledger accounts. And generating accounting questions using generated balance statements and ledger accounts. This research consists of determining the transaction type, determining the accounts that are affected by said transaction and determining how the account is affected. This would involve the use of classification to find the transaction and the creation of a model to identify the accounts that are affected.Sri Lankan O/L and Advanced Level accounting subject, main question is balance statement, cash account and ledger accounts. The commerce stream for higher education has one of the highest pick rates in Sri Lanka.It also requires a lot of practice. This can be archived by practicing using mainly past papers. But those past papers are limited in number. Since the main exam is a race against time and requires the examinee to create a large number of financial statements in a small time frame, practice is required to finish the exam, therefore more papers are required to validate answers and have a better chance of passing the subject. en_US
dc.language.iso en en_US
dc.publisher IIT en_US
dc.subject Machine Learning en_US
dc.subject Natural language processing en_US
dc.subject Transaction Type Prediction en_US
dc.title Questions Validation System for Ordinary level & Advanced Level Accounting Syllabus Using Natural Language Processing & Machine learning en_US
dc.type Thesis en_US


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