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SPerekrestova/README.md

Svetlana Perekrestova

Backend Software Engineer • AI/LLM in Production • Amsterdam

About

I build AI-enabled backend services end to end: data pipelines, LLM/TTS integrations, production APIs, and the infra to run them reliably at scale.

AI/ML stack

  • LLM: OpenAI APIs, shared TTS wrapper
  • NLP: Python (SciSpacy, spaCy pipelines), RxNorm mapping
  • Serving: FastAPI/Flask (Python), Go services; REST/WebSockets
  • Data: PostgreSQL, Redis; JSON content catalogs
  • Infra: AWS, Docker, Kubernetes, Helm, GitHub Actions; Shell-based infra repo
  • Testing: Unit/integration, API and performance suites; code reviews

Core stack

  • Languages: Python, Go, Java, Kotlin
  • Backend: Spring Boot, Ktor, Go; REST/WebSockets
  • Messaging/Integration: Kafka, ActiveMQ
  • Cloud/Infra: AWS, Docker, Kubernetes, Helm, CI/CD
  • Data: PostgreSQL, Redis, DynamoDB

Selected projects

  • Pill Checker (Python, ML/NLP): medicine pack analysis (ingredients/brands)
  • BiomedNER (SciSpacy + RxNorm): biomedical NER and normalization pipeline
  • github-knowledge-vault (TypeScript): org knowledge hub for docs, diagrams, API collections
  • GmailCleaner (Python): automated unsubscribe with NLP parsing

Contacts

Linkedin

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  1. pill_checker pill_checker Public

    Provides a powerful medicine pack analysis using ML and NLP to achieve accurate recognition of active ingredients

    Python 3 1

  2. github-knowledge-vault github-knowledge-vault Public

    A knowledge base application that aggregates and displays documentation, diagrams, and API collections from GitHub repositories within a private organization

    TypeScript 2

  3. pill_checker_model pill_checker_model Public

    MaaS for PillChecker

    Python

  4. GmailCleaner GmailCleaner Public

    Helps you automatically unsubscribe from junk emails in your Gmail account

    Python