Farhat B.

Image Annotator | Medical Imaging | Research Writing

Biomedical Engineer | Signal Processing · Medical Imaging AI · Computer Vision · Research Writing & Visualization 4+ years · 20+ projects · Active PeerJ submission · ECG · EEG · PPG · DICOM · Echocardiography · Draw io · GitHub → Colab You don't need to explain what ECG noise looks like or why DICOM is tricky; I already know, because this is all I do! I work with researchers, clinicians, and engineers who need a technical partner for biomedical data projects ; from raw signal acquisition through to a polished, publishable result. My work spans physiological signal processing, medical image analysis, deep learning model development, and full academic writeup. ✅ SERVICES 📡 Biosignal Processing — ECG, EEG, PPG, GSR Preprocessing · artifact removal · segmentation · HRV · peak detection · time-domain & frequency-domain feature extraction 🫀 Medical Imaging & DICOM Pipelines Echocardiography · DICOM loading & preprocessing · image enhancement · DL classification · segmentation · object detection · multi-format support (DICOM, PNG, JPEG) 🧠 Computer Vision Methods on Clinical Modalities Translating CV techniques : optical flow, attention mechanisms, Grad-CAM explainability, feature pyramid networks, contour & morphology analysis : into medical imaging pipelines for echo, ECG plots, ultrasound, and MRI ⚙️ ML/DL Model Development End-to-end pipeline design · transfer learning · hybrid feature fusion (hand-crafted + deep learning) · model fine-tuning · ablation studies · PyTorch · TensorFlow · Keras 🔁 GitHub → Google Colab Reproducible Pipelines Versioned, documented experiments on GitHub · Colab-ready notebooks clients can run and extend · clean modular code with clear READMEs 📊 Statistical Analysis Hypothesis testing · regression · performance benchmarking · ROC/AUC · confusion matrices · Python · R · RStudio 🗂️ Research Diagrams & Methodology Figures Draw io block diagrams · pipeline architecture visuals · system flow figures · publication-ready methodology illustrations ✍️ Academic & Technical Writing Full paper drafts · methodology, results & discussion sections · IEEE/APA · LaTeX · MS Word · journal editing & proofreading ✅ RECENT RESEARCH — Paper under review at PeerJ: hybrid deep learning + hand-crafted feature fusion pipeline for MI classification from echocardiography — FYP research: multimodal biosignal analysis (ECG + PPG + GSR) for ASD detection in children aged 6–12 ✅ STACK Python · MATLAB · PyTorch · TensorFlow · GitHub · Google Colab · Draw io · R · RStudio · LaTeX · MS Word Feel free to message me with your data, your goal, and your deadline, I'll tell you honestly what's achievable and how I'd approach it.