Mario Shafiei
Data Scientist at Kernel- Claim this Profile
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Turkish Full professional proficiency
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Persian Native or bilingual proficiency
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English Full professional proficiency
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Spanish Limited working proficiency
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Arabic Limited working proficiency
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Azerbaijani Native or bilingual proficiency
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Bio
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Experience
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Kernel
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Canada
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Financial Services
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Data Scientist
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Jan 2021 - Present
- Worked with data modeling and analysis teams on various projects to inform designs in the hardware team. - Performed 3D TD-fNIRS image reconstruction (i.e. implemented different methods to transform channel/optode data into the brain coordinate frame) and the required simulations and modeling while harnessing parallel computations in GPU/CPU - Contributed to the development of analyses and time-series signal processing needed to obtain absolute oxygenation values from TD-fNIRS data. - Designed and implemented synthetic data simulations and modeling pipelines to support multiple validation projects and used DVC to ensure the reproducibility of the results. - Actively contributed to the analysis team's code repositories (including adding new functionalities as well as code refactoring) to maintain industry-grade code. - Scientific writing (https://www.nature.com/articles/s41598-023-38258-8) Show less
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Utah State University
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Higher Education
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700 & Above Employee
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Statistical Consultant
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Jun 2020 - Dec 2020
Analyzed how demographic factors affect pro-environmental behaviors ⏺ Research, Regression Analysis, R, Rstudio, plotly, ggmap, renv, git
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Statistics Instructor
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Aug 2018 - May 2020
Taught Psychological Statistics Laboratory (PSY 3010) using SPSS software⏺ Leadership, Professional Presentation, Technical Writing, SPSS
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Researcher and Data Analyist
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Aug 2017 - Aug 2018
Used Matlab to analyze the Local Field Potential (LFP) signals from the mutated mice brain. This analysis helped to identify the anomalies in the LFP signals in different frequency bands. After lDopa micro-injection in the limbic system, LFP signals were compared to those from control animals in order to verify whether the applied drug removes the anomalies or not. ⏺ Matlab, Data Visualization, Frequency Domain Analysis, Classification
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SISSA
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Peru
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Advertising Services
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1 - 100 Employee
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Scientific Software Developer
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Apr 2017 - Aug 2017
Worked on the geometrical transformations and calibration process in a team of five to develop a Head-Free Stereo Eye Tracker for Rats––This software enables researchers to monitor rats’ gaze direction without restricting their head in the experimental setups. ⏺ Teamwork, C++, Visual Studio, Matlab, Computer Graphics Worked on the geometrical transformations and calibration process in a team of five to develop a Head-Free Stereo Eye Tracker for Rats––This software enables researchers to monitor rats’ gaze direction without restricting their head in the experimental setups. ⏺ Teamwork, C++, Visual Studio, Matlab, Computer Graphics
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NikTek
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Greece
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Retail Office Equipment
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1 - 100 Employee
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Scientific Software Developer
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Apr 2016 - Apr 2017
Developed NeuroNik––a user-friendly PC software to utilize the recording hardware for electrophysiological recording and real-time spike detection. ⏺ C#, Measurement Studio, Multi-thread Programming, PCA Analysis, Real-time Analysis Developed NeuroNik––a user-friendly PC software to utilize the recording hardware for electrophysiological recording and real-time spike detection. ⏺ C#, Measurement Studio, Multi-thread Programming, PCA Analysis, Real-time Analysis
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Institute for Research in Fundamental Sciences (IPM)
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Iran
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Higher Education
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100 - 200 Employee
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Data Analyst and Software developer
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Apr 2015 - Apr 2017
- Worked with medical researchers to establish an electrophysiology recording laboratory. - Designed behavioral experiments using MonkeyLogic - Analyzed brain LFP signals using Matlab - Designed cognitive task to study gender discrimination bias in humans - Developed a driving simulator––a cognitive game for fMRI recordings to improve driving skills - Developed a cognitive enhancement game for patients with a movement disorder ⏺ Teamwork, Matlab, C#, Unity Game Engine, Graphical Programming, Git Show less
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Education
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Utah State University
Master's degree, Computational Neuroscience -
Sharif University of Technology
Bachelor's degree, Computer Software Engineering