Principal/Staff ML & MLOps Architect. I build high-performance AI platforms and real-time pipelines.
Full CV (RU/EN): HH • LN • Email
Focus: LLM/ML platforms (ClearML, DataHub, MinIO), GPU perf (FP8/INT4, TensorRT/Triton, NVLink/IB, k8s).
Value: measurable latency/cost cuts, reproducible pipelines, incident-ready ops culture.
- AI video localization platform — video/audio → speech recognition, translation and voice dubbing pipeline (GPM AdTech 2024 — 1st).
- Low-Poly 3D Generator — text/image → GLB/UV/PBR in ~1 min. End-to-end demo (GameDevAI 2025 — 1st). [repo]
- AI product catalog normalization — raw RZD product catalog → clustered, enriched and normalized item attributes using embeddings, LLMs and web parsing (Цифровой прорыв 2024, RZD case - 2nd). [repo]
- Multimodal copyright detection — video files → duplicate/copyright-match detection using frame embeddings, wav2vec2 audio embeddings, vector search and similarity filtering (Цифровой прорыв 2024, Yappy case - 3rd). [repo]
- FetalCare CTG — ingest → analytics → clinician UI; rules+ML (NICE/ACOG/NICHD) (LCT 2025). [repo]
- SAR/UAV People Search — high-resolution drone imagery → missing-person detections via YOLOv11m, coarse-to-tile window selection, batched tiled inference, FP16 and global NMS (Archipelago 2035 — 3rd). [repo]
- AI-driven banner generator — text → image + edit_image. End-to-end demo (Master of Telegram Ads: Development Edition 2026 — 4th). [repo]
- AI-driven R&D Hypothesis Factory — local-first RAG/LLM system that turns documents, scans and KPI targets into ranked, evidence-backed R&D hypotheses with novelty, risk scoring and validation plans. End-to-end demo (Nornickel AI Hackathon 2026 — 4th).[repo]
- Robust face-ID — adversarial/deepfake-resistant pipeline, eval & docs (Kryptonite ML’25 — 5th). [repo]
Python • TensorRT/Triton • Kubernetes • Docker (distroless) • ClearML • ClickHouse, Cassandra, Postgres • MinIO/S3 • Spark/Polars • FastAPI/Granian • Go • Rust
- Profile: gulldan
- Repositories (public, owner, non-fork): 25
- Stars (across owned public repos): 4
- Followers: 12
- Contributions (last 30 days): 226
- PRs / Issues / Reviews (last 30 days): 0 / 0 / 0
- Top languages in owned repos: Jupyter Notebook (38%), HTML (34%), Python (13%), Go (6%), TypeScript (4%)
- Updated (UTC): 2026-07-10



