Birehan Zewdie
Full-Stack AI Engineer
Summary
4+ years of software / AI engineering. Full-Stack AI Engineer with 4+ years shipping production LLM and ML products, from frontend to backend to the cloud infra that keeps them running.
Experience
AI/ML Engineer @ The COOL Company
May 2025 to PresentNew York, USA (Remote)
- ›7% revenue increase from an AI floor-price prediction system (LightGBM) that optimizes pricing per ad request for DSPs.
- ›86%+ accuracy on a client revenue-forecasting system built from scraped domain data, PageSpeed and WHOIS signals, historical performance, and LLM-generated features.
Machine Learning Engineer @ Adludio
May 2024 to May 2025London, UK (Remote)
- ›~16% KPI lift from an automated pacing algorithm that pairs predictive modeling with real-time bid adjustments.
- ›~10% engagement lift and ~5% CTR/CPA improvement from a creative scoring system (historical performance + LLMs) that ranks variants before spend.
- ›Cut creative ideation time roughly in half with an LLM pipeline that generates on-brand ad concepts.
- ›~15% conversion lift and ~10% margin lift from an inventory scoring model (DCN v2 + learning-to-rank) that tunes bids across publishers, formats, and devices.
AI Software Engineer · Team Lead @ Eskalate S.C.
Mar 2022 to Apr 2024Addis Ababa, Ethiopia
- ›Led a cross-functional team of 18 to launch HakimHub, a first-of-its-kind AI-powered medical recommendation platform, coordinating planning and delivery through Jira.
- ›Fine-tuned a Llama 3-based chatbot using AI agents for personalized symptom assessments and follow-ups, integrated with tooling to query doctors and hospitals.
Skills
AI / ML Engineering
LLMs (OpenAI, Claude, Gemini) · RAG & Agentic RAG (LangChain) · AI Agents & Function Calling · Fine-tuning (Llama 2/3, BERT) · Structured outputs (Pydantic / JSON schema) · Eval harnesses · LLM-as-judge · regression tests · Prompt Engineering · LightGBM · PyTorch · scikit-learn · AI-native dev (Cursor, Claude Code)
Backend
Python 3.12 · FastAPI · SQLAlchemy 2 (async) · PostgreSQL + pgvector · Alembic migrations · Event-driven systems (Pub/Sub) · REST · OAuth · JWT
Cloud · DevOps
Google Cloud Run · GCP Pub/Sub · Cloud Storage · Secret Manager · AWS Lambda · SageMaker · Docker · Docker Compose · GitHub Actions · Cloud Build CI/CD · OpenTelemetry · Sentry
Frontend / Full-Stack
Next.js 15 (App Router) · React 19 · TypeScript 5 · Tailwind CSS · Ant Design · Zustand
Automation · Integrations
n8n self-hosted workflows · Vapi (voice AI) + Twilio · WhatsApp Business Cloud API · Telegram Bot API
Education
AAU
Oct 2019 to Jun 2024BSc in Software Engineering (AI Stream)
OOP, Databases, Software Development, Machine Learning, NLP, Reinforcement Learning.
10 Academy
Dec 2023 to May 2024Data Science · ML · Generative AI · Web3 (Distinction, Valedictorian)
A2SV (Africa to Silicon Valley)
Sep 2022 to Sep 2023Software Engineering Program (backed by Google)
Solved 1,000+ algorithm problems (850+ LeetCode, 200+ Codeforces).
Achievements
- ›10 Academy Cohort A, Valedictorian (with Distinction) (2024), Top of leaderboard in a 6-month intensive Machine Learning, Generative AI, Data Engineering, and Web3 program. Less than 4% of applicants completed.
- ›2nd Place, A2SV Champions League (2023), Competed against 500+ students; champions-league format with 32 finalists.
- ›3rd Place, Collegiate Programming Contest (EtCPC) (2023), Out of 80+ teams from universities across the region.
- ›Top Problem Solver, A2SV G4 Camp II (2023), Solved every camp coding challenge; 1st place top problem-solver certificate.
- ›Winner, DevFest 2022 Hackathon (2022), Hosted by Google Developers Group.