Fellowship Courses After MBBS | Post MBBS Courses | Doctyn https://validator.w3.org/feed/docs/rss2.html Clinical Critical Care Mentorship Program Integrated MRCEM Residency Program Integrated MRCP Residency Program Imaging modalities: X-ray, CT, MRI, Ultrasound, PET (Copy) Image formation principles (conceptual) (Copy) Resolution, contrast, noise & artifacts (Copy) Clinical use cases: 1) TB detection (X-ray) 2) Stroke evaluation (CT) 3) Tumor imaging (MRI) (Copy) Radiology workflow: 1) Order → Scan → PACS → Reporting 2)PACS, RIS, HIS overview (Copy) Where AI helps vs where AI is risky (Copy) Medical imaging data formats: DICOM&NIfTI (Copy) DICOM metadata, tags & PHI (Copy) De-identification & patient privacy (Copy) Image preprocessing: 1) Normalization 2)Resampling 3) Windowing (Copy) Annotation standards & inter-observer variability (Copy) Dataset bias, leakage & quality risks (Copy) NumPy tensor operations (Copy) Image handling with OpenCV&SimpleITK (Copy) Multi-dimensional image visualization (Copy) CT/MRI slice handling (Copy) Conceptual GPU awareness (Copy) CNN fundamentals (medical context) (Copy) U-Net architecture (mandatory) (Copy) Image classification vs segmentation (Copy) Transfer learning (Copy) Blogs Class imbalance in medical datasets (Copy) Imaging AI pipeline design (Copy) Data → Model → Inference flow (Copy) Medical image transforms (Copy) Loss functions (Dice, Focal – conceptual) (Copy) Training & inference workflows (Copy) Evaluation metrics: 1) Dice, IoU 2) Sensitivity, specificity (Copy) Error analysis & failure modes (Copy) Explainability (Grad-CAM concepts) (Copy) Why accuracy alone is dangerous (Copy) AI as medical software (Copy) CDS vs diagnostic AI (Copy) Data privacy & consent (Copy) Bias, fairness & patient safety (Copy) Overview of regulatory pathways (Copy) TB detection (X-ray) (Copy) Brain tumor segmentation (MRI) (Copy) Stroke detection (CT) (Copy) Retinal disease detection (Copy) Clinical Psychiatry Mentorship Program Fellowship in Clinical Cardiology Obesity Toolbox for India Clinical Endocrinology Mentorship Program Fellowship in Internal Medicine Home