Sarina Heshmati

Computer Science Student

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Open to Research Collaborations

Hi, I'm Sarina.

I am a final-year Computer Science major at Amirkabir University of Technology (Tehran Polytechnic). I am top ranked among the Fall 2021 CS entrants, with a GPA of 3.97 out of 4 (19.06 out of 20). I am also a highly passionate and dedicated researcher in the field of deep learning. Alongside my research, I have extensive experience as a teaching assistant, which has not only deepened my understanding of various topics but also enabled me to support others in their learning journeys.

Research Interests

• Machine Learning Optimization

• Foundation Models

• Trustworthy Machine Learning

• Edge Computing Systems

My Skills

Python

C++ & C

Java

Matlab

LATEX

PyTorch

Scikit-Learn

Pandas

Keras

NumPy

SeaBorn

TensorFlow

SpaCy

Hugging Face Transformers

PostgreSQL

Flask

REST APIs

Django

Docker

Experience

Research Experience

Detection and Classification of Psychiatric Disorders Using EEG Signals

Detection and Classification of Psychiatric Disorders Using EEG Signals: Integrating Foundation Models with Deep Learning Techniques Jul 2024 - Present

Detection and Classification of Psychiatric Disorders Using EEG Signals

Anomaly Detection in Time Series

Comparison of Multi-Modal Embedding Spaces Extracted from Foundation Models

A Comprehensive Survey on Data Balancing Techniques

Teaching Assistant Experience

Deep Learning (Graduate Course)

Machine Learning

Artificial Intelligence

Numerical Linear Algebra

Foundation of Numerical Analysis

Image Processing

Principles of Operating Systems

Advanced Programming

Linear Algebra

Data Structures and Algorithms

Projects

A PSO-Based Algorithm for Finding Gapped Motifs in DNA Sequences

Detection and Classification of Psychiatric Disorders Using EEG Signals: Integrating Foundation Models with Deep Learning Techniques Jul 2024 - Present

A PSO-Based Algorithm for Finding Gapped Motifs in DNA Sequences

Comparing Embedding Spaces Across Different Modalities

Generative Adversarial Network for MNIST Pictures

Text Clustering and Topic Extraction from COVID-19 Research Papers

Rainfall Prediction using Data Mining

AI Gamesolver

Test Scores

IELTS Academics

Detection and Classification of Psychiatric Disorders Using EEG Signals: Integrating Foundation Models with Deep Learning Techniques Jul 2024 - Present

IELTS Academics

GRE General Test

Detection and Classification of Psychiatric Disorders Using EEG Signals: Integrating Foundation Models with Deep Learning Techniques Jul 2024 - Present

GRE General Test

Extracurricular Activities

Lecturer, DAI-DAY: Amirkabir Data Mining and Artificial Intelligence Day

Back End Developer Intern

Computer Science Conference Volunteer Executive Member

Honors & Awards

INSF “Independent Research Projects Grant”, 2024 – Awarded for Bachelor’s project, Value: 1.8B IRR (2.6k USD) — Grant Number: 4035911

Top ranked among the Fall 2021 CS entrants.

Achieved top 0.5% place in Nationwide University Entrance Exam for B.Sc. in Math. and Engineering (∼ 130,000 applicants), Iran, 2021

Achieved merit prize at World Mathematics Invitational (WMI) (International mathematics competition) in 2018.

Achieved Gold Medal & GoldenTicket at the World Mathematics Championships (WMC) (International mathematics competition) in 2018.