statistics · deep learning · robotics 🧠
I build tools at the edge of computer vision, representation learning and reinforcement learning, mostly as reusable frameworks and CLIs.
- teia: config-as-graph deep-learning runtime on Hydra + Lightning (
pip install pyteia) - cvsuite: one CLI for dataset conversion, auto-labeling (SAM 3, Grounding DINO), VLM captioning, OCR and diffusion
- parla: agent-first writing tool for papers, CVs, talks and diagrams, built from your own guides and corrections (
pip install parla) - interpretable RL with variational autoencoders and decision trees
- explainability dashboards for tree-ensemble models
- vision-language model benchmarking
- 📧
ptonso [at] usp [dot] br
