ML developer and molecular immunology researcher. 3D segmentation of organs and lesions in clinical CT, and the evaluation protocols that make small-cohort results trustworthy.
Apoptosis-regulator gene expression related to spatial-memory performance (Morris water maze); owned the RT-qPCR workflow end to end.
Full methods and detail in the CV.
Posters at the XLVI Scientific Session “Systemic Organisation of Physiological Functions” (2022) and “Current Issues in Developmental Biology” (2021). Ten or more contributions in total, 2021–2026.
Adverse-drug-reaction mining from patient narratives. Built backend, frontend and the ML/NLP layer: LDA/NMF topic modelling, transformer classification and rule-based extraction over 800+ reviews. Winning team, BIOMEDTECH.
Clinician matching by embedding retrieval, with evidence-snippet attribution for every recommendation.
Temporal retrieval answering oncology questions against the guideline version in force at the date of the clinical event.
Dental pathology detection on panoramic radiographs (mAP@0.5 0.761) and three-class breast ultrasound classification by transfer learning (accuracy 0.87, macro ROC-AUC 0.95).
Six-year integrated programme; the Russian Specialist Diploma is a single-tier qualification benchmarked at integrated Master’s / MSc level (EQF 7). Institute of Biodesign and Complex Systems Modeling.
Admitted through a competitive selection intensive (3:1); algorithms, systems and relational databases in Bash, SQL/PostgreSQL and Python, followed by a deep learning specialisation in PyTorch.