Education
- Ph.D in CE - Artificial Intelligencee, Sharif University of Technology , Tehran, Iran, 2018-2023
- GPA: 17.58/20
- Thesis Title: Improving Robustness of Question Answering Systems using Deep Neural Networks
- Supervisor: Dr. Gholamreza Ghassem-Sani
- Adviser: Dr. Seyed Abolghasem Mirroshande
- M.S. in CE - Software, Guilan university , Rasht, Iran, 2013-2016
- GPA: 19.71/20
- Ranked first among all entire university computer engineering students.
- Thesis Title: Providing a Question Answering System for Natural Language
- Supervisor: Dr. Seyed Abolghasem Mirroshandel
- B.S. in CE - Software, Shahid Rajaee Teacher Training University ,Tehran, Iran, 2009-2013
- GPA: 17.90/20
- Ranked fourth among all entire university computer engineering students.
- Thesis Title: Design and Implementation of the School Portal
- Supervisor: Dr. Negin Daneshpour
TECHNICAL EXPERIENCE
- Machine Learning Engineer, Sharif University of Technology , Tehran, Iran, 2018 - 2023
- performed research on improving robustness in the NLP, especially in question-answering(QA).
- implemented the active learning approach to QA systems to reduce labeling costs.
- analyzed the effects of the knowledge distillation method on the robustness of QA systems for reducing computational complexity.
- Researched and developed an open-source framework for NLP models’ robustness analysis.
- Investigated the effect of quantization on the robustness of Transformer-based NLP text classifiers.
- Implemented various machine and deep learning methods such as SVM, Regression, Adaboost, random forest, k-means, CNN, RNN, LSTM, GRU, GAN, and Autoencoder on various datasets.
- developed various image processing approaches based on the OpenCV library, such as Histogram equalization, deconvolution, inverse filtering, hough transform, smoothing, and style transfer.
- Machine Learning Engineer, Guilan university , Rasht, Iran, 2013-2016
- Investigated and analyzed Knowledge Distillation for Sperm Anomaly Detection in Limited Data Settings without using abnormal sperm images.
- Investigated and analyzed meta-learning and meta-active learning approaches for Arabic Morphophonological Processing.
- Constructed a Persian QA dataset of 2,118 non-factoid and 2,051 factoid questions.
- Implemented a QA system based on the SVM model in the Persian domain.
- developed and analyzed Language Models in Spell Correction.
- Research Assistant- Telecommunication Research Center,Tehran, Iran, 2021-2022
- Investigated the artificial intelligence applications in agriculture, smart cities, and education.
Research & Develop- EideBekreMobin Company,Tehran, Iran, 2013-2014
- Web Programming, Internship- Tebyan Company,Tehran, Iran, 2012-2013
Research Interests
Machine learning and Deep learning
Natural Language Processing
Information Retrieval
Image Processing
You can find my detailed CV here.