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trapsta/README.md

Jasper Kinoti

Typing SVG

Focus: ML Engineering Focus: Full-Stack Focus: MLOps

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About Me

Software engineer combining 7+ years of production experience with deep ML expertise. Currently Senior Software Engineer at X-Team, previously delivered high-impact features at scale across news media, education, and travel industries.

I care about systems that actually work in production — reliable, tested, observable, and maintainable.

  • End-to-end ML pipelines from research to production deployment
  • Complex system migrations and large-scale architecture
  • Cross-functional collaboration with non-technical stakeholders
  • Strong CI/CD, testing, and reliability practices

Expertise

ML Engineering

  • PyTorch, scikit-learn

  • HuggingFace Transformers

  • Gemini Vision / multi-modal LLMs

  • MLflow experiment tracking

  • FastAPI model serving

  • Computer vision pipelines

  • Feature engineering & ensemble methods

  • Confidence scoring & uncertainty quantification

Full-Stack Engineering

  • TypeScript / JavaScript

  • React, Next.js

  • Node.js, GraphQL, REST

  • PHP

  • PostgreSQL, MongoDB, Elasticsearch

  • Chrome Extensions

  • API design & integration

DevOps & Cloud

  • AWS (EC2, S3, Lambda)

  • Docker & containerisation

  • GitHub Actions, CircleCI

  • MLflow, monitoring & observability

  • Production systems at scale (millions of users)

  • System migrations & architecture


Tech Stack

ML & Data

PyTorch HuggingFace scikit-learn MLflow FastAPI NumPy pandas Google Gemini

Languages & Frontend

TypeScript Python JavaScript PHP React Next.js GraphQL Node.js

Databases & DevOps

PostgreSQL MongoDB Elasticsearch Docker AWS GitHub Actions CircleCI


Featured Projects

Project Description Stack
Rehab Cost Estimator AI-powered Chrome extension for Zillow that analyses property photos to estimate renovation costs. Combines Gemini Vision multi-modal LLM with a rules-based cost engine across 20+ repair categories. Gemini Vision · Python · FastAPI · TypeScript · Chrome Extension

GitHub Stats

Jasper's GitHub Stats Top Languages


Contribution Activity

github contribution grid snake animation

Open to interesting problems. Let's build something.

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