Master's in Information Technology
Google Scholar
LinkedIn
ORCID
Miscellaneous:
aryavaraste@ut.ac.ir
a.varaste.n@gmail.com
English
TOEFL iBT: 105
Reading: 29
Listening: 28
Speaking: 26
Writing: 22
Persian
Skills
- Programming Languages:
-
Python,
Java,
C,
C++
- AI and Data Science:
-
NumPy,
Pandas,
Matplotlib,
Scikit-learn,
NLTK
- Database Systems:
-
MySQL,
PostgreSQL
- Web Development:
-
HTML,
CSS,
JavaScript,
Vue.js,
XML,
jQuery,
Bootstrap
-
UML,
MS Project,
Galago,
Wireshark,
Ubuntu,
Jaeger,
LeTeX
Education
University of Tehran
Thesis: Depression and Anxiety Detection through Learners’ Behavior and Results Analysis in Electronic Learning Systems
[2021 – 2024]
Overall GPA: 3.9/4
Amirkabir University of Technology (Tehran Polytechnic)
Thesis: Design of a Dentigerous Lesion Detection System from Radiographic Images using Deep Learning Methods
[2016 – 2021]
Overall GPA: 3.59/4
Publications
[1]
MentalGame: Predicting Personality-Job Fitness for Software
Developers Using Multi-Genre Games and Machine Learning Approaches
[2]
AI in Mental Health: Emotional and Sentiment Analysis of Large
Language Models' Responses to Depression, Anxiety, and Stress Queries
[3]
From Play to Prediction: Assessing Depression and Anxiety in
Players’ Behavior with Machine Learning Models
[4]
Analyzing the Mathematical Proficiency of Large Language Models
in Computer Science Graduate Admission Tests
[5]
How Jungian Cognitive Functions Explain MBTI Type Prevalence in
Computer Industry Careers
[6]
Evaluating LLMs in Persian News Summarization
[7]
LLM Performance Assessment in Computer Science Graduate Entrance
Exams
[8]
Hybrid Vision Transformer for Detection of Dentigerous Cysts in
Dental Radiography Images
[9]
Exploring the Relationship Between Gameplay Log Data and
Depression & Anxiety
[10]
MBTI-Personality Types and Traits of Professional Software
Engineers
Teaching Experience
Department Electrical and Computer Engineering, University of Tehran
Master Seminar,Dr. Fattaneh Taghiyareh [Spring 2023] - [Fall 2023] - [Spring 2024]
Department Computer Engineering, Amirkabir University of Technology
Research and Technical
Instructor: Dr. Hamed Farbeh [Spring 2024]
Instructor: Dr. Reza Safabakhsh [Spring 2020]
Algorithm Design
Instructor: Dr. Alireza Bagheri [Fall 2020]
Instructor: Dr. Mahdi Javanmardi [Fall 2020]
Software Engineering 2,Dr. Masoumeh Taromirad[Fall 2020]
Embedded and Real-Time Systems Design, Dr. Hamed Farbeh[Spring 2021] - [Spring 2023]
Database,Dr. Saeedeh Momtazi [Fall 2020]
Microprocessors and Assembly Language, Dr. Hamed Farbeh
[Fall 2019] - [Spring 2020] - [Fall 2020] - [Spring 2023]Computer Architecture,Dr. Hamed Farbeh
[Spring 2019] - [Fall 2019] - [Spring 2020] - [Spring 2022]
Computer Network,
Instructor: Dr. Masoud Sabaei [Spring 2020]
Instructor: Dr. Poya Hejazi [Spring 2020]
Selected Coursework
- Data Analytics and Visualization [M.Sc.] (18.45/20)
- Trustworthy AI [M.Sc.] (18/20)
- Digital Transfornation [M.Sc.] (18/20)
- Intelligent Information Retrieval [M.Sc.] (17.9/20)
- Information Technology Management [M.Sc.] (19/20)
- Seminar [M.Sc.] (20/20)
- Internet Measurement [M.Sc.] (19.5/20)
- Database Design(17.2/20)
- Cloud Computing (18.21/20)
- Computer Networks (18.4/20)
- Information Security (17.2/20)
- Algorithm Design (19.75/20)
- Engineering Statistics (19.5/20)
- Compiler Design (20/20)
- Information Technology Project Management (20/20)
- Software Engineering I (18/20)
- Software Engineering II (18.5/20)
- Engineering Ethics (19.5/20)
- Microprocessor and Assembly Language (17.5/20)
- Operating Systems (18.1/20)
- Computer Architecture (18.4/20)
- Digital Electronics (18/20)
Selected Projects
- Enhancing Race Fairness in Classification with a Zero-Sum Game
- Explaining Black-Box Models with D-RISE and LIME Methods
- Improving the Interpretability of Neural Networks for Life Expectancy Data using SHAP
- Detecting OOD Images in CIFAR-10 Dataset in Inference Time
- Enhancing Neural Network Robustness Against FGSM Adversary Attack
- Backdoor Attack on Image Classification
- Clustering on Hospital Readmission Rates of 70,000 Patient Records
- Preprocessing and Visualization of Data on COVID-19 by OWID
- Process Mining on Patient-Treatment Dataset
- Association Rule Mining on Market Basket
- Modeling Gorkha Earthquake Damage
- Sentiment Classification on IMDB Movie Reviews
- Customers Retention Rate and Cohort Analysis on Store Data
- Word Associations and Clustering on Reuters
- Document Ranking with Galago
- EDA on the New York Taxi Dataset
- Crawling Gold and Currency Market
- Smoothing Retrieval Function and Pseudo Relevance Feedback
- Topic Modeling on Associated Press Dataset
- NUMEX Interpreter
- Crawling Washington Weather
Presentations
- Detection of Dentigerous lesion from Radiographic images using Deep learning methods
- Explainable Artificial Intelligence for Mental Health Through Transparency and
Interpretability for Understandability
- B2B Managed Services In Digital Transformation
- Specifics of medical data mining for diagnosis aid
- Wearable sensors and technologies and their applications in medicine
- Software Architecture Design
- Scrum Methodology
Honors and Awards
- Ranked 6th among participants in the National Master Entrance Exam among all Iranian Students in the fild of Information Technology. [2021]
- Ranked 2nd among students of Information Technology at the University of Tehran. [2023]
Professional Activities
- Forum for Linguistic Studies
- Journal of Information and Organizational Sciences
- International Journal of Serious Games
- Psycho-Oncologie
- AUT Journal of Electrical Engineering
Peer Reviewer
References
Fattaneh Taghiyareh
Associate Professor Electrical and Computer Engineering Department, University of TehranEmail: ftaghiyar@ut.ac.ir
Hamed Farbeh
Assistant Professor Computer Engineering and IT Department, Amirkabir University of TechnologyEmail: farbeh@aut.ac.ir