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  • Undergraduate Research
    February 2019 to March 2020
    Khulna University of Engineering & Technology
    Title: Machine Translation from English to Bangla using Neural Networks
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    The aim of this thesis is to examine translation quality of English to Bangla language pair for existing models. We used GRU based RNN encoder-decoder with Bahdanau attention mechanism for our translation model. We used SUPara parallel corpus which has 70,861 sentences and added our own Novel Dataset created from Gulliver’s Travel. Our best model gives a BLEU score equal to 48.32. The system is developed using TensorFlow framework in Python 3.0 under Kaggle environment.

    Contributions:

    • 50% of the novel dataset
    • Collecting and analyzing related research papers and available datasets
    • Comparative analysis on different translation model and selecting one for the research
    • Training and testing on the translation model
    • Generating graphs for mathematical analysis on output
    • Writing thesis book
    • Writing conference paper
    Supervisor: Al Mahmud, Professor, Dept. of CSE, Khulna University of Engineering & Technology


  • Special Foundation Training Course Module Research
    December 2023
    Bangladesh Public Administration Training Centre
    Title: Role of ‘Her Power’ Project in Achieving SDG 5
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    ‘Her Power’ is a government project where 5-month-long technical training is provided to empower the women of Bangladesh. This was a mixed-research (qualitative and quantitative) where we visited 4 Her Power Centers in 2 subdistricts to collect data for the research. Data transformation method was used in this research and the performance of each training center were calculated based on 5 parameters, namely, quality of the trainer, quality of internet, computer facility, logistics support and student performance.

    Contributions:

    • Survey and Interview
    • Deriving methodology
    • Data collection and transformation
    • Report and Presentation