๐จโ๐ผ Professional Experience
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2016 - 2020
Machine Learning Developer
๐Education
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MSc.
- Thesis: Product entity matching by leveraging Pre-trained Langauge Models and tabular data.
- Supervisor: Prof. Davood Rafiei.
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BSc.
- Thesis: Microscope images processing to predict fracture strength of nanoclay/polyamide 12 nanocomposite using CNN.
- Supervisor: Dr. Farkhondeh Hemmati.
๐จโ๐ป Projects
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Selected Projects
- Semantics Attribute Ranking Module (ARM) for tabular data by leveraging LLMs
- Risk management model using multi-modal data (transaction history, connections with other entities, news feeds on Twitter, and financial journals)
- Time series forecasting models using deep multi-variate LSTM and ensemble models [GitHub Code]
- LLM-based e-commerce product matching model using tabular data: (TATEM)
- Introduced two product entity matching datasets: Amazon*-Google, Walmart*-Amazon*
The Tabular data was extracted from Amazon.com through a scraper tool that I developed: ATTARII [GitHub Code] (Amazon Textual and TAbulaR Information extractIon) - LLM-based Disaster Tweet Classification [GitHub Code]
- Fast and robust domain adaptation for automated essay scoring deep learning models
- Database integration between two large-scale databases at ScotiaBank
๐ Honors and Awards
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2023
Received conference travel award
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2022
Awarded Alberta Innovates Graduate Student Scholarship, AIGSS, (26,000 CAD)
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2020
Awarded full scholarship (54,000 CAD) for MSc. program
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2018
Received Innovative Research Scholarship
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2016
Awarded full scholarship for MSc. program
Other Interests
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Sports
- ๐ฒ Mountain biking
- ๐ Swimming
- ๐พ Badminton