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Osaaminen

Tekoäly ja koneoppiminen

  • LLM workflow orchestration
  • Multi-agent systems
  • RAG
  • Vector embeddings
  • Semantic search
  • Prompt engineering
  • Structured output / JSON schema
  • MCP
  • Rule-based LLM guardrails
  • Role-based AI agent teams
  • Claude Code
  • Codex
  • LLM fine-tuning
  • LoRA / QLoRA
  • PEFT
  • Hugging Face transformers
  • Unsloth
  • TRL
  • Model evaluation vs. baselines
  • Time-series forecasting
  • Ollama
  • Gemini / OpenAI / Claude / OpenRouter APIs
  • ML algorithms
  • Probability & statistics

Ohjelmointikielet

  • Python
  • Java
  • TypeScript
  • JavaScript
  • C#
  • SQL
  • MATLAB

Kehykset

  • React
  • Spring Boot
  • FastAPI
  • Flask
  • Vaadin
  • Node.js
  • Three.js
  • Unity
  • Vite
  • Bun

DevOps ja infrastruktuuri

  • Docker
  • Jenkins
  • SonarQube
  • CI/CD
  • Linux
  • Ubuntu Server
  • Self-hosting
  • Google Cloud
  • Coolify
  • Grafana
  • Prometheus
  • Portainer
  • n8n
  • Git
  • GitHub

Data ja backend

  • PostgreSQL
  • MariaDB / MySQL
  • SQLite
  • MongoDB
  • SQLAlchemy
  • REST APIs
  • Web scraping
  • StatFin API
  • Data visualisation

Testaus ja laatu

  • TDD
  • Test automation
  • Playwright E2E testing
  • JMeter load testing
  • Static analysis
  • Quality gates
  • QA

Työtavat

  • Project management (10 years)
  • Agile / Scrum
  • Security fundamentals
  • Legacy-code documentation
  • Architecture mapping
  • UML
  • i18n (6 languages, incl. RTL)
Seuraava osioMuistiinpanot

Projektin esikatselu

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