I'm researcher at Sharif Brain Center and currently studying decision making. I received my Master's under the supervision of Dr. Reza Ebrahimpour and Dr.S. Hamid Amiri.
I used GLMs to better understand the brain activities in high and low cognitive load while continuous multimedia is being played. My main interest is using computational methods to do model-driven research on neural data. In addition, I'm interested in developing and improving methods of analyzing neuroimaging data.
In my spare time, I enjoy watching the night sky, hiking/cycling in nature, and learning.
2019 - 2022 [content] Machine learning, Evolutionary computation, Stochastic process, Pattern recognition, multi-agent system, Image processing, Fuzzy systems, and Neural networks.
2013 - 2017 [content] Minor change with the given link, the original is available on request.
Online course, 2022
[content]
Topics covered: Modeling practice, Model fitting, GLMs, Dimensionality reduction, Bayesian statistics, Linear dynamical systems, Markov process, Decision making, Hidden Markov models, Kalman filter, Optimal control, Markov decision process, Reinforcement learning, Modeling real neuron, Modeling neuronal networks using Wilson-Cowan model, Causality, Deep learning (with Pytorch), Autoencoders
[course page]
[certificate]
I have great experience working with EEG data while studying the dynamics and topography of neural components. First I use EEGLAB and its plugins such as Clean Rawdata ASR, ICLabel, and Adjust to preprocess the data then I use the mTRF toolbox to run cross-validation and find the best temporal response function to predict real data. I have learned these by EEGLAB and CNSP workshops.
| Title | Supervisor(s) | Stage | Methods |
|---|---|---|---|
| Perceptual decision making | Dr. Reza Ebrahimpour Jamal Esmaily |
Learning modeling |
Python Optimization |
| Social and sequential decision making | Dr. Reza Ebrahimpour Fatemeh Majdabadi |
Writing Manuscript |
Psychtoolbox Eye tracking |
| Comparing cortical brain activity from real and imaginary movements of the hand (Miler dataset - ECOG) | Dr. Vladimir Litvak Dr. Samuel Zibman Mohammad Rabiei |
presented in NMA | MNE python |
| Predicting activities of V4 area from natural images. (Kay dataset - fMRI) | Dr. Ehsan Rezayat Raul Hernandez |
presented in NMA | scikit learn |
| Persian handwritten digits recognition using machine learning and deep learning tools | Dr. Reza Ebrahimpour | Passed | python |
| Bachelor final project: Making educational multimedia and a handbook for python in Persian | Dr. Samira Noferesti | Published | Latex, Making educational multimedia |
| Online library management system | maktabkhooneh.org | Passed |
Django |