llms.txt

# Zakhar Pashkin - Applied Machine Learning Portfolio

> Senior ML Engineer working on document intelligence and engineering analysis. Previously shipped mobile and cloud computer vision at Carb Manager and developed financial-document recognition at CFT.

Role: Senior ML Engineer
Portfolio: https://zack-dev-cm.github.io/
Updated: 2026-11-07

## Selected projects
- [Document AI](https://zack-dev-cm.github.io/projects/document-ai/): R&D for source-linked specialist review: document extraction, deterministic checks and retrieval over reference material.
- [Architectural Drawing and Interior Catalog Matching](https://zack-dev-cm.github.io/projects/architectural-drawing-and-interior-catalog-matching/): Explore drawing-to-catalog matching, dimension checks and a furnished-room fit in an eight-stage 3D guide. Three recorded source sets show the workflow; live generation is currently paused.
- [Vehicle Lab: A Reusable Engineering Notebook](https://zack-dev-cm.github.io/projects/vehicle-lab-a-reusable-engineering-notebook/): Built and released an engineering notebook connecting CAD inspection, digital prototyping, revision decisions and recorded simulation, with a reusable Python CLI and interactive 3D viewer.
- [SectionCheck - Image Registration Review](https://zack-dev-cm.github.io/projects/sectioncheck-image-registration-review/): A CPU prototype for inspecting a proposed affine image transform, reviewing polygon annotations and verifying decision-bound exports on synthetic data.
- [Dermaself Flutter Skin Analysis App](https://zack-dev-cm.github.io/projects/dermaself-flutter-skin-analysis-app/): Skin-analysis computer vision for Dermaself, connecting guided mobile capture with pore and wrinkle segmentation and usable results.
- [Agnitra - ML Profiling & Optimization](https://zack-dev-cm.github.io/projects/agnitra-ml-profiling-optimization/): A published Python SDK and CLI for inspecting model runtime and applying inference optimizations within existing ML workflows.
- [Calorio - AI Nutrition Service](https://zack-dev-cm.github.io/projects/calorio-ai-nutrition-service/): A maintained Telegram service that helps people keep a food diary with meal photos, voice messages and text.
- [Multimodal Video Search Platform](https://zack-dev-cm.github.io/projects/multimodal-video-search-platform/): Video search case study combining keyframes, ASR/OCR, object and face signals, visual embeddings, transcript embeddings, and hybrid retrieval.

## Focus
- **Computer vision:** OCR, detection, segmentation and multimodal retrieval, from model experiments to server and on-device inference. Examples: [Dermaself Flutter Skin Analysis App](https://zack-dev-cm.github.io/projects/dermaself-flutter-skin-analysis-app/), [Multimodal Video Search Platform](https://zack-dev-cm.github.io/projects/multimodal-video-search-platform/), [Fast OCR ONNX Inference Server](https://zack-dev-cm.github.io/projects/fast-ocr-onnx-inference-server/).
- **Document and agentic AI:** Hybrid retrieval, source-linked answers and human review for document and tool-based workflows. Examples: [Document AI](https://zack-dev-cm.github.io/projects/document-ai/), [Construction Document Intelligence](https://zack-dev-cm.github.io/projects/construction-document-intelligence/), [InQuest](https://zack-dev-cm.github.io/projects/inquest-project-binder-rag-qa/).
- **Inference and delivery:** Profiling, model packaging, evaluation and deployment across cloud and mobile. Examples: [Agnitra - ML Profiling & Optimization](https://zack-dev-cm.github.io/projects/agnitra-ml-profiling-optimization/), [CV Repro Lab Skills](https://zack-dev-cm.github.io/projects/cv-repro-lab-skills/).

## Resume and contact
- [Resume PDF](https://zack-dev-cm.github.io/resume/zakhar-pashkin-senior-ml-engineer.pdf): Current Senior ML Engineer resume.
- [Resume HTML](https://zack-dev-cm.github.io/resume/zakhar-pashkin-senior-ml-engineer.html): Readable experience and project summary.
- [Email](mailto:kaisenaiko@gmail.com): Professional inquiries.
- [GitHub](https://github.com/zack-dev-cm): Public repositories and released tools.
- [LinkedIn](https://de.linkedin.com/in/zakhar-pashkin-a524a6163): Professional profile.

## More project context
- [Project archive](https://zack-dev-cm.github.io/#projects): Browse the broader body of work.
- [Full project text](https://zack-dev-cm.github.io/llms-full.txt): Descriptions, implementation context and proof links for the project archive.
- [Project index](https://zack-dev-cm.github.io/geo.txt): A text index of canonical case-study pages.
- [Research notes](https://zack-dev-cm.github.io/papers/): Applied ML paper reviews with source links.
- [Project data](https://zack-dev-cm.github.io/docs/agent-discovery.json): Structured project descriptions and public links.

Use the linked case studies for project scope and status. Product and package links show released work; prototype and R&D work should retain those descriptions.