Farzad Ziaie Nezhad understanding Bio-signals/images & Knowledge
PhD Candidate in System Neuroscience, specializing in Machine Vision, Mathematical Brain circuit Modeling, and Neural data analysis at Ernst Strüngmann Institute (ESI) of the Max Planck Society.
Current Focus
Healthy Locomotion
Current Focus
3d pose estimation
Tools
LNAV
Tools
AXERA
Tools
HomaCluster
Tools
Baslers recorder
Research Highlights
Advancing the intersection of artificial intelligence and knowledge representation
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Selected Publications
For a complete list, visit my Google Scholar
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Academic & Professional Experience
2020 – Present
Doctoral Researcher (Ph.D. Candidate)
Ernst Strüngmann Institute (ESI) for Neuroscience, Frankfurt, Germany
- Conducting research on head direction cells, spatial orientation, and systems neuroscience.
- Developed multi‑camera markerless 3D pose estimation systems for animal behavior analysis.
- Designed deep learning pipelines for locomotion tracking, 3D reconstruction, and behavioral mapping.
- Performed large‑scale neural data analysis and optimization of machine learning models.
2019 – 2020
Data Scientist
DataCoLab, London, United Kingdom
- Developed OCR pipelines for document digitization and automation.
- Built face‑recognition systems using deep learning frameworks.
- Designed NLP models for text classification and information extraction.
2017 – 2019
Biomedical Data Analyst
University of Isfahan, Isfahan, Iran
- Developed predictive models for sodium excretion using neural networks and multi‑objective optimization.
- Designed image segmentation algorithms for breast cancer detection.
- Analyzed biomedical signals (ECG, EMG, PPG) for disease detection and classification.
2015 – 2016
Embedded Systems Developer
Urban Engineering Office, Shiraz, Iran
- Designed and optimized electrical installations for hospitals and medical imaging centers.
- Developed real‑time signal processing systems for medical diagnostics.
2015 – 2025
Additional Research & Technical Experience
Various Institutions & Independent Projects
- Real‑time behavior analysis using 3D reconstructed images (2025).
- Behavioral outlier detection from monkey video datasets (2025).
- Spike outlier detection and neural cluster discrimination (2025).
- RAG‑based legal assistant for document question answering (2025).
- Farsi OCR for organizational batch processing (2025).
- PPG→ABP mapping using PhysioNet MIMIC‑II dataset (2019).
- Video pseudo‑coloring using CNNs (2019).
- Music classification using CNN + STFT (2019).
- Under‑sampled EMG force modeling using RNNs (2019).
- Arrhythmia detection using wavelets + DNN (2018).
- Medical facility installation and maintenance at Dena Hospital (2016).
Get in Touch
Interested in collaboration or have questions about my research?
farzadziaien[at]gmail.com
Schützenstr. 4, 60311 Frankfurt am Main