Aria Sardari
Machine Learning Engineer
St. John's,Canada
Overview
6
6
years of professional experience
7
7
years of post-secondary education
5
5
Certifications
2
2
Languages
Work History
Computer Vision Engineer
Artinus AI
Canada, NL
08.2023 - Current
- Researched, designed, and implemented several vision transformer-based models from scratch, achieving new state-of-the-art vision architecture (paper in progress).
- Incorporated advanced training pipelines, including Automatic Mixed Precision (AMP), distributed training, etc.
- Utilized advanced tuning techniques with combination of MLFlow, Raytune, and optimization libraries for fine-tuning and comparing different models.
- Applied advanced augmentation techniques such as Mixup, Cutmix, Color Jittering, etc.
- Performed rigorous testing and validation of developed models against benchmark datasets (ImageNet2012, CIFAR-100) and other state-of-the-art vision models like PvT2, SWIN, etc.
Research Assistant
Memorial University Of Newfoundland
09.2021 - 01.2023
- Researched, designed, and implemented ML-based pipeline for identifying genes associated with colorectal cancer and inflammatory bowel disease (paper published).
- Performed various tasks on high-dimensional datasets (human SNPs, genes), including imputation, scaling, outlier detection, feature selection, etc. (paper published).
IoT Intern
Irisa
06.2018 - 02.2019
- Researched and implemented MQTT broker to manage clients across different platforms (Windows, Ubuntu, Android, and iOS).
- Set up IoT platform for managing large number of devices.
Education
Master of Science - Computer Science (AI) - GPA: 97.8/100
Memorial University of Newfoundland
St John’s, Canada 09.2021 - 05.2024
Bachelor of Computer Engineering - GPA: 88.4/100 -
Isfahan University
Isfahan, Iran 09.2015 - 04.2020
Skills
PyTorch, TensorFlow, Scikit-learn
AI Classic Algorithms (KNN, SVM, etc)
Data Preparation (Imputation, Scaling, FS, etc)
Neccessary Libraries (Pandas, Numpy, Joblib, etc)
Fine-tuning techniques
Advanced training/validation techniques
Visualization tools and Libraries (Matplotlib, Plotly, Seaborn, Photoshop)
Python, C#
Java, C/C
Accomplishments
- Academic Excellence Awards (Memorial University of Newfoundland - Department of Computer Science)
- Fellow of the School of Graduate Studies (Memorial University of Newfoundland)
- High Ranked Student (Isfahan University - Department of Computer Engineering)
- 1st Place (The national competition of the Moving games development marathon)
- 3rd Place (The national competition of the Cell phone games development marathon)
- 3rd Place (The national competition of the best undergraduate project in the field of loT)
Certification
TensorFlow Developer
01-2022
Neural Networks & Deep Learning
08-2021
Improving Neural Networks
10-2021
Advanced C# Programming
11-2016
Intermediate C# Programming
07-2016
Timeline
Computer Vision Engineer
Artinus AI
08.2023 - Current
TensorFlow Developer
01-2022
Improving Neural Networks
10-2021
Master of Science - Computer Science (AI) - GPA: 97.8/100
Memorial University of Newfoundland
09.2021 - 05.2024
Research Assistant
Memorial University Of Newfoundland
09.2021 - 01.2023
Neural Networks & Deep Learning
08-2021
IoT Intern
Irisa
06.2018 - 02.2019
Advanced C# Programming
11-2016
Intermediate C# Programming
07-2016
Bachelor of Computer Engineering - GPA: 88.4/100 -
Isfahan University
09.2015 - 04.2020
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