Technical Skills
AI & Machine Learning
Tools: PyTorch, Tensorflow, Monai, HuggingFace, Tensorboard, Claude, GitHub Copilot, scikit-learn
Methods: Unet, CNN, encoders, SVM, KNN, K-means, Decision Trees, Random Forest, XGBoost
Software Development, Engineering & Cloud Management
Tools: VS Code, Docker, Apptainer, Git, Flask, Django, PostgreSQL, NoSQL, Jira, Trello
Methods: ETL/ELT, CI/CD (Jenkins, GitHub Actions), containerization, server administration
Services: AWS, Azure, high-performance compute (HPC)
Statistics & Bioinformatics
Tools: Python, R, MatLab, Jupyter, RStudio, pandas, polars, numpy, pingouin, statsmodels, tidyverse, ggplot, seaborn, matplotlib
Methods: statistical modeling, data mining, linear/logistic regression, A/B testing, experimental design
Medical Imaging
Tools: FSL FreeSurfer, AFNI, ANTs, MRtrix3, Slicer3D, MIM, nibabel, pydicom, dipy
Methods: data management & organization, MRI/PET-CT preprocessing, segmentation, statistics
Services: flywheel.io, brainlife.io, neurodesk, openneuro, BIDS