Machine Learning Engineer · Biomedical Engineer · PhD Researcher
Frankfurt am Main, Germany 🇩🇪
🌐 Website · 💼 LinkedIn · ✉️ Email
I'm a PhD researcher and ML and Biomedical engineer with 6+ years of experience at the intersection of deep learning, computer vision, and biomedical signal processing. Currently pursuing my doctorate at the Ernst Strüngmann Institute (ESI) & Goethe University Frankfurt, where I build multi-camera systems for markerless 3D pose reconstruction in neuroscience research.
- 🎥 Markerless 3D Pose Reconstruction — A 6-camera (Basler) end-to-end deep learning system achieving sub-millimeter accuracy, reducing manual annotation effort by ~80%
- 🧬 Neural Data Analysis — Processing large-scale spike trains and behavioral data with Python pipelines on Linux HPC clusters
- 🏷️ Multi-View Video Clustering — High-dimensional labeling framework using NVIDIA DALI for real-time GPU data pipelines
ML & AI
MLOps & Infrastructure
Languages
Biomedical & Signal Processing
EEG EMG ECG PPG 3D Reconstruction Multi-View Calibration Medical Image Segmentation
- 🎓 PhD in Neuroscience (expected 2027) — ESI & Goethe University Frankfurt
Dissertation: Markerless 3D Pose Reconstruction with Multi-Camera Systems - 🎓 M.Sc. Biomedical Engineering — University of Isfahan
Predictive sodium excretion modeling (GMDH + MLP), force estimation from surface EMG via deep learning - 🎓 B.Sc. Electrical Engineering — Jundishapur University of Technology
Thesis: Non-invasive potassium estimation from ECG signals
Open to collaborations in computer vision, biomedical AI, and neuroscience-related ML research.
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