Shayan Vassef Email and Phone Number
I'm Shayan Vassef, a first-year Ph.D. student at the University of Illinois at Chicago. My main interests are Natural Language Processing, Machine learning, Optimization, and Signal Processing. Specifically, I'm interested in (Multi-Modal & Multi-Task & Continual, and active) learning and how to robust, interpret, and improve the model's performance using these learning techniques in two primary applications:1. Healthcare: I'm overly fond of applying Clinical NLP and text-mining approaches to medical data to assist patients and improve their well-being.2. Social media: The topics that intrigue me the most regarding social media analysis include but are not limited to people's similarities, Wikipedia category ranking, detecting misinformation on social media, and so forth. As for my extra-academic activities, I love to create helpful tutorials based on my interests to share the experiences I accumulated with others.
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Graduate Research AssistantUniversity Of Illinois ChicagoChicago, Il, Us -
Graduate Research AssistantUniversity Of Illinois Chicago Sep 2023 - PresentChicago, Illinois, United StatesI am currently researching the process of tracing an AI model's predictions back to its training data. My aim is to find ways to identify the significance of specific subsets of training data in relation to a particular prediction. I am also exploring methods to approximate the neural network's black box and gain a better understanding of the inner workings of the model. -
Teaching AssistantUniversity Of Tehran Jan 2023 - Sep 2023Signal and SystemsExperience: Computer assignments' designer / Grader -
Head TaUniversity Of Tehran Aug 2022 - Jan 2023Intelligent systemsExperience: Project/HW Designer/Grader -
Head TaUniversity Of Tehran Aug 2022 - Jan 2023Operational research (OR)Experience: Project Designer/Grader -
Teaching AssistantUniversity Of Tehran Aug 2022 - Jan 2023Probability and statisticExperience: Project Designer/Grader -
Teaching AssistantUniversity Of Tehran Feb 2022 - Jul 2022Machine LearningExperience: Project Designer/Grader -
Teaching AssistantUniversity Of Tehran Feb 2022 - Jul 2022InstrumentationExperience: Quiz/project Grader -
Teaching AssistantUniversity Of Tehran Feb 2022 - Jul 2022Signals and SystemsExperience: Matlab/Mathematica Instructor - Computer Assignments Designer/Grader -
Teaching AssistantUniversity Of Tehran Sep 2021 - Feb 2022Probability and StatisticsExperience: Python Instructor - Computer Assignment's Designer/Grader -
Teaching AssistantUniversity Of Tehran Sep 2021 - Feb 2022Machine LearningExperience: Quiz Designer/Grader -
Teaching AssistantUniversity Of Tehran Sep 2021 - Feb 2022Signals and SystemsExperience: Python Instructor - Computer Assignment's Designer/Grader -
Research AssistantSchool Of Electrical And Computer Engineering, University Of Tehran Jun 2022 - Aug 2023During my time at the Natural Language Processing Laboratory, I conducted research on several topics. These included:- The use of Multi-Task/Multi-Lingual/Multi-Source learning for three language tasks (Paraphrasing, Textual Entailment, and Sentiment Analysis). This approach outperformed Single-task/Single-Lingual/Single-Source learning in terms of test set performance and robustness.- The identification of "Samples of interest," which are samples with unique learning patterns in both single and multi-task approaches. These samples played a crucial role in interpreting our results.- The exploration of 6 different types of fine-tuning, which included different fine-tuned data, modes of training (single/multi), and pre-trained weights.- The implementation of a smart data augmentation method that utilized "Samples of interest" and ChatGPT to further enhance our results.
Shayan Vassef Education Details
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Electrical Engineering -
4.00 / 4.00
Frequently Asked Questions about Shayan Vassef
What company does Shayan Vassef work for?
Shayan Vassef works for University Of Illinois Chicago
What is Shayan Vassef's role at the current company?
Shayan Vassef's current role is Graduate Research Assistant.
What schools did Shayan Vassef attend?
Shayan Vassef attended University Of Tehran, University Of Illinois Chicago.
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