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elena-tech/README.md

Elena Petrova

Forward Deployed Engineer · AI Systems · Educator




I build AI systems that work in production — not just in notebooks.




About Me

I'm Elena — a forward deployed engineer who ships AI-powered systems end-to-end: from data pipelines and LLM orchestration to serverless infrastructure and production monitoring.

I work best in messy, high-stakes environments where data is imperfect, users are busy, and correctness actually matters.

I also teach Software Engineering, AI & NLP at university level, turning complex topics into projects that non-CS students can build and deploy.

When I'm offline you'll usually find me snowboarding, surfing, climbing in the Himalayas, teaching yoga, or scuba diving with whale sharks and manta rays. =)

Highlights

  • Forward Deployed Engineer building AI automation in highly regulated industries
  • Lecturer teaching Software Engineering, AI & NLP at university level
  • MSc Data Science & AI for the Creative Industries (UAL CCI)
  • Full stack: AI pipelines, cloud infrastructure, serverless, frontend, backend
  • Certified yoga teacher, scuba diver, mountain lover, long-time tech nerd

Focus Areas

AI & Data Engineering

  • LLM pipelines — RAG, enrichment, classification, orchestration
  • Computer vision with Google Lens, AWS Bedrock, and Claude
  • Data extraction from PDFs, scans, APIs, legacy CSVs
  • Evaluation, monitoring, and human-in-the-loop review

Cloud & Infrastructure

  • AWS Lambda, Bedrock, S3, DynamoDB — serverless-first
  • Terraform, GitHub Actions, CI/CD pipelines
  • Infrastructure as code, automated deployments, observability

Full-Stack & Product

  • React / Next.js frontends, FastAPI / Flask / Node backends
  • Turning vague requirements into low-friction tools that people actually use

Teaching

  • Project-based labs and curricula in AI, NLP, and software engineering
  • Clear explanations of LLMs, vectors, and MLOps for non-traditional backgrounds

Tech Stack

Languages

Python TypeScript JavaScript SQL Bash

AI & Data

Claude Bedrock PyTorch Hugging Face Pandas Jupyter

Frontend

React Next JS React Native Vue.js

Backend

FastAPI Flask NodeJS PostgreSQL

Cloud & DevOps

AWS Terraform Docker GitHub Actions Git

Design & Tools

Figma Adobe


Selected Work

  • AI Systems for Complex Workflows Design and deployment of AI pipelines for validation, enrichment, and orchestration where every decision must be traceable.

  • Serverless AI Microservices Lambda-based services with LLM reasoning, computer vision, and structured data extraction — TDD, Terraform, production-monitored.

  • Full-Stack AI Products End-to-end applications: React frontends, Python backends, RAG/LLM pipelines, AWS infrastructure, CI/CD, and observability.

  • University-Level Teaching Project-based modules in AI, NLP, and software engineering for students from business, creative, and design backgrounds.

  • "The Art Speaking to You" Research prototype for AI-driven interactive museum experiences — exploring how people engage with art when it can respond.

See pinned repositories for examples.


Activity

Elena's GitHub activity graph

Oh no, the snake is eating my contributions

GitHub contribution grid snake

Pinned Loading

  1. Leveraging-AI-to-Animate-and-Interact-with-Traditional-Artwork-in-Digital-Spaces Leveraging-AI-to-Animate-and-Interact-with-Traditional-Artwork-in-Digital-Spaces Public

    Python

  2. rails-longest-word-game rails-longest-word-game Public

    Ruby

  3. rails-mister-cocktail rails-mister-cocktail Public

    Ruby

  4. book_rec book_rec Public

    Python

  5. API API Public

    Jupyter Notebook

  6. fashion_clip fashion_clip Public

    Python