Ivailo Petrov
With a distinguished career at the intersection of physics and medical imaging, underpinned by a PhD in Theoretical Physics, I bring a wealth of experience in leading cutting-edge research projects, mentoring emerging scientists, and innovating in the field of medical imaging. My extensive background, particularly in managing complex projects and guiding diverse teams at Western University, positions me as an ideal candidate to contribute significantly to your research initiatives.
Skills
| Languages: | Python, MATLAB, LaTeX |
| Data Science Libraries: | Pandas, NumPy, Scikit-Learn, PyTorch, TensorFlow, PostgreSQL, Seaborn |
| Machine and Deep Learning: | Supervised and Unsupervised Learning, Neural Networks, U-net, GANs, Transformers, ViT, Diffusion Models |
| Image Processing: | CT and MRI medical imaging, Machine Learning, and Deep Learning techniques, Segmentation and Classification |
| Statistical Analysis: | Hypothesis testing, Regression, ANOVA |
| Operating Systems: | Windows, Mac, Linux |
Education
| PhD in Theoretical Physics: | Howard University, Washington, DC, USA, 2006 |
| MSc in Medical Physics: | Laurentian University, Sudbury, ON, 2009 |
| MSc in Physics: | University of Sofia, Bulgaria, 1994 |
| Summer Schools: | Introduction to String Theory, Institute for Advanced Study, Princeton; Space Weather, Boston University |
| Continuing Education: | Machine Learning, Deep Learning with PyTorch and TensorFlow, Python, Pandas, NumPy, Scikit-Learn, PostgreSQL, Statistics, Business Data Analytics (Udemy) |
Experience
| Research Scientist: | Western University, Nov 2023 – present |
| Deep Learning with Transformers for detection/segmentation/classification of microplastics. Created and maintained the Lab’s website. | |
| Research Technologist / Research Scientist: | Western University, Mar 2021 – Jul 2023 |
| Managed Xenon polarizer for Lung MRI scans, developed key protocols, and maintained lab systems. Provided regulatory compliance through ITA applications; oversight, guidance, mentorship, and training to researchers and students on lung measurements. Developed and maintained protocols, computer systems, data backups, and the Lab’s website. Handled purchasing of various gases and equipment, and billing. | |
| Research Associate / Programmer: | Western University, Mar 2009 - Mar 2021 |
| Developed and implemented advanced algorithms to reduce artifacts in CT and MRI scans. Leveraged machine learning and computational tools like TensorFlow, MATLAB, and bash scripting. Maintained protocols, billing, computer systems, and data backups. Handled purchases of various equipment and CT repairs. | |