Arman Aghaee Email and Phone Number
I’m a PhD candidate at the department of Electrical, Computer, and Biomedical Engineering, Toronto Met University. My research interests are designing and developing deep neural network architecture tailored for modeling subjects characterized by sparse data availability, computer vision field of study, generative neural network architectures, and signal/image processing applications. Currently, I am working on designing novel Physics-Informed Neural Networks to simulate blood flow under various aortic conditions.
Multiverse Computing
View- Website:
- multiversecomputing.com
- Employees:
- 185
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Machine Learning EngineerMultiverse ComputingToronto, On, Ca -
Graduate Research AssistantToronto Metropolitan University Jan 2022 - PresentToronto, Ontario, CanadaCardiovascular Imaging, Modeling & Biomechanics Lab (CIMBL)• Designing novel deep physics-informed neural networks to simulate the blood flow, leveraging less than 1% of known point velocity profiles across entire subject geometries.• Enhancing neural network non-linearity through methodologies such as adding Fourier feature to the architecture, designing novel input data introduction strategies, forcing equal cooperation of multiple loss functions with different order of magnitude in the training • process, etc., to simulate more complex velocity profiles within abnormal cases to assess biomechanical stresses more accurately.• Validating proposed methodologies across a spectrum of cases, from synthetic pipes to patient-specific cases with various degrees of abnormality.• Writing journal papers and conference abstracts, helping in writing grants, and peer-reviewing articles. -
Graduate Teaching AssistantToronto Metropolitan University Jan 2022 - PresentToronto, Ontario, CanadaElectrical Circuit Analysis (ELE202)-W & S 2022-2023-2024Machine Learning (DS8002)-F 2023Digital Systems (EES508)-F 2023Elec Machines and Actuators (EES612)-F 2022-2023Advanced Computer Architectures (COE818)-W 2023Electric Circuits (EES512)-W 2023Managerial Decision Making (ITM107)-F 2023Signals and Systems 1 (ELE532)-F 2023 -
Electrical EngineerMapno Smart House Projects Aug 2018 - Nov 2021Tehran, Tehran Province, Iran• Leading the designing and programming team focused on developing automated security camera systems and advanced biometric access control solutions for smart home projects.• Contributed to the design and installation of smart home products, encompassing a wide range of functionalities.• Conducted testing, repair, and maintenance of electronic devices utilized within the company's projects, ensuring optimal performance and reliability.• Delivered comprehensive training services and technical support to smart homeowners, both through online platforms and in-person interactions, enhancing their understanding and utilization of advanced home automation technologies.
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Graduate Research AssistantSharif University Of Technology Sep 2018 - Jun 2021Tehran, Iran• Developed and deployed Recurrent Deep Neural Networks (RNNs) to forecast abrupt trend shifts in financial trading markets, culminating in a successful product that was sold to a well-known brokerage.• Created a customized software tool for web scraping and aggregating financial data and news, enabling the identification and prediction of potential stock market crises.• Implemented advanced algorithms for medical image processing, specifically targeting the segmentation of abnormal tissues within extensive brain CT image datasets, thus facilitating the creation of labeled training datasets for further analysis and research. -
Graduate Teaching AssistantSharif University Of Technology Jan 2019 - Dec 2020TehranMedical Image Analysis and Processing–W 2019Medical Imaging Systems-W 2019Neural Modeling-F 2019
Arman Aghaee Education Details
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4.33/4.33 -
Electrical And Electronics Engineering
Frequently Asked Questions about Arman Aghaee
What company does Arman Aghaee work for?
Arman Aghaee works for Multiverse Computing
What is Arman Aghaee's role at the current company?
Arman Aghaee's current role is Machine Learning Engineer.
What schools did Arman Aghaee attend?
Arman Aghaee attended Toronto Metropolitan University, Sharif University Of Technology, Hamedan University Of Technology.
Who are Arman Aghaee's colleagues?
Arman Aghaee's colleagues are Aser Cortines, Daniella Moreano Morán, Nektarios Emmanouilidis, Razvan Macec, Auriane Cadorin, Alberto Martinez, Rajat Sanyal.
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