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Amirhossein Abaskohi's Projects

adavancedprogrammingproject icon adavancedprogrammingproject

I have uploaded my advanced programming course project from my BS.c at the University of Tehran to this repository.

automatic-speech-recognition-for-speech-assessment-of-persian-preschool-children icon automatic-speech-recognition-for-speech-assessment-of-persian-preschool-children

Preschool evaluation is crucial because it gives teachers and parents influential knowledge about children's growth and development. The COVID-19 pandemic has highlighted the necessity of online assessment for preschool children. One of the areas that should be tested is their ability to speak. Employing an Automatic Speech Recognition (ASR) system would not help since they are pre-trained on voices that differ from children's in terms of frequency and amplitude. Because most of these are pre-trained with data in a specific range of amplitude, their objectives do not make them ready for voices in different amplitudes. To overcome this issue, we added a new objective to the masking objective of the Wav2Vec 2.0 model called Random Frequency Pitch (RFP). In addition, we used our newly introduced dataset to fine-tune our model for Meaningless Words (MW) and Rapid Automatic Naming (RAN) tests. Using masking in concatenation with RFP outperforms the masking objective of Wav2Vec 2.0 by reaching a Word Error Rate (WER) of 1.35. Our new approach reaches a WER of 6.45 on the Persian section of the CommonVoice dataset. Furthermore, our novel methodology produces positive outcomes in zero- and few-shot scenarios.

cafe-bazar-user-gender-detection icon cafe-bazar-user-gender-detection

This project is a gender detection model based on applications each user has used. The data used for models is for Cafe Bazar, an Iranian android app store.

catch2 icon catch2

A modern, C++-native, header-only, test framework for unit-tests, TDD and BDD - using C++11, C++14, C++17 and later (or C++03 on the Catch1.x branch)

catchtheflamingo icon catchtheflamingo

This is a big data project which is based on the Catch The Pink Flamingo mobile game.

checkers-using-pygame icon checkers-using-pygame

This is a graphical implementation of the Checkers game using the MiniMax algorithm using python.

computer-network-projects icon computer-network-projects

I have uploaded my computer network course projects from my BS.c at the University of Tehran to this repository.

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