Toolbox
Skills, in working order
Programming
6The languages everything else is built on.
AI/ML Frameworks
10Training, fine-tuning, and serving models.
MONAIsentence-transformersXGBoost
Deep Learning & Computer Vision
9Architectures and techniques I reach for.
DINOv2 (ViT)U-Net++ / 3D U-NetTemporal Fusion TransformerLSTM + AttentionPubMedBERT NERLoRA Fine-TuningSegmentation (Dice, IoU, HD95)Calibration & TTAMixed Precision (BF16/AMP)
Agentic AI, LLMs & RAG
10LLM systems that retrieve, reason, and stay grounded.
Hybrid RAG (dense + BM25)Multi-Agent / Tool-CallingGroundedness VerificationvLLM + Qwen3pgvectorPrompt & Context Engineering
Data, MLOps & HPC
10From raw data to reproducible, tracked runs.
SLURM (B200 / H200)Tableau
Backend, DevOps & Tools
15Shipping and serving the work.
Playwright