15.10.2026 aktualisiert

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AI Engineer & Full-Stack Developer | Python, LLM/RAG, React, Automation

Zollikon, Schweiz
Zollikon +50 km
Zollikon, Schweiz
Zollikon +50 km

Profilanlagen

CS50AI.pdf
IBM_CERTIFICADO_DATA_ANALYST.pdf

Über mich

AI Engineer & Full-Stack Developer based in Zollikon (Zurich). I build websites, AI automations and private, on-premise AI systems for Swiss SMEs, from first prototype to production. Practical, privacy-first and focused on measurable results.

Skills

LLMKünstliche IntelligenzData AnalysisComputer VisionAutomatisierungWebdesignSEOPythonPostgreSQLMachine LearningProzessautomatisierungTensorFlowTypeScriptWeb Application DevelopmentPyTorchReact.jsLarge Language ModelsBackendFastAPIFull Stack EntwicklungFront EndDocker
SERVICES FOR SMEs (Zurich area, remote or on-site)
  • Websites: design and development of fast, modern business websites and landing pages
  • SEO & local search visibility: technical SEO, Google Business, local rankings
  • AI automation: document/receipt capture, account reconciliation, email and lead workflows
  • Custom CRM and web applications: pipelines, deadlines, invoicing, API integrations
  • Private AI on-premise: local LLM assistants without cloud or subscription, nDSG-compliant
  • AI voice agents: qualify leads and book appointments automatically
  • Portfolio and services: estebanmarco.ch
AI ENGINEERING & MACHINE LEARNING
  • LLM applications: RAG (hybrid search, ChromaDB, BM25), function calling, agentic workflows (LangGraph)
  • Local LLMs (Qwen, Llama, llama.cpp), LoRA/QLoRA fine-tuning, DPO
  • Computer vision: YOLOv8, OpenCV, OCR; time series with LSTM
  • Reinforcement learning (DQN, Q-Learning), Bayesian networks, anomaly detection
  • Speech: Whisper (STT), TTS, voice assistants
  • PyTorch, TensorFlow, ONNX Runtime, CUDA
FULL-STACK DEVELOPMENT
  • Backend: Python, FastAPI, REST APIs, PostgreSQL, Supabase, Redis
  • Frontend: React, TypeScript, Tailwind CSS, HTML/CSS/JavaScript
  • Docker, Linux, Git
DATA
  • Data analysis and dashboards (Python, SQL)
  • AI governance: OPA/Rego policy gates, prompt-injection protection
CERTIFICATIONS
  • Harvard CS50: Introduction to Artificial Intelligence with Python
  • IBM: Introduction to Data Analytics (Coursera)

Erfahrung

Berufserfahrung0 - 5 Jahre
Freelancer seit2026

Sprachen

EnglischgutSpanischMuttersprache

Projekthistorie

Freelance Web & AI Developer for Swiss SMEs

Self-employed (estebanmarco.ch)
Websites, SEO and AI automation for small and medium-sized businesses in the Zurich area:
  • Design and development of business websites and landing pages
  • Technical and local SEO to improve Google visibility
  • AI automations: receipt capture, account reconciliation, lead workflows
  • Private on-premise AI assistants and AI voice agents for appointment booking
  • Own lead-prospecting tool in Python (new company registrations + website audits)
  • Portfolio and live demos: estebanmarco.ch

AI Engineer - OMNIMIND LOCAL (private AI assistant)

Own project (open source)
Fully private cognitive AI assistant running 100% offline on local hardware (no cloud, no telemetry):
  • Voice pipeline: wake word, Whisper speech-to-text, local LLM, text-to-speech
  • Local LLMs (Qwen, llama.cpp) with function calling, multi-step planning and agentic actions
  • Persistent memory with hybrid RAG (ChromaDB + BM25)
  • Continuous learning via nightly LoRA fine-tuning
  • Universal device control (smart home, calendar, files) with a firewall-enforced privacy model
  • Python, Redis, React
  • github.com/esteban3marco-ctrl/omnimind-local

AI Engineer - ATLAS Traffic AI Pro (smart city)

Own project (open source)
AI-powered smart city traffic management platform combining 5 ML models:
  • Computer vision (YOLOv8, OpenCV) for vehicle detection and OCR for license plates
  • LSTM traffic forecasting and autoencoder anomaly detection
  • Deep reinforcement learning (DQN) for adaptive traffic-light control, validated in the SUMO simulator
  • Simulated results: 25-35% shorter average wait times and 15-22% lower CO2 emissions vs. fixed timing
  • Python, PyTorch, TensorFlow, ONNX Runtime; 43 automated tests
  • github.com/esteban3marco-ctrl/atlas-traffic-ai-pro

AI Engineer - Zeen Financial Copilot

Technical case study for Staq.io
AI financial copilot built as a technical case study for the Staq Intelligence Platform:
  • LangGraph agentic runtime with role-aware financial assistance
  • 4-layer risk gate framework (pre-LLM, post-LLM, pre-tool, post-tool) using Open Policy Agent (Rego) policies
  • Prompt-injection detection, per-role rate limiting and content policies
  • FastAPI backend and React frontend
  • 491 automated tests, 94% coverage
  • github.com/esteban3marco-ctrl/zeen-financial-copilot

AI Engineer - ShieldGuard AI (industrial edge AI)

Own project
Edge AI system for industrial recycling plants that detects hidden metals on high-speed conveyor belts to prevent shredder damage:
  • Sensor fusion with logistic regression, multivariate Gaussian novelty detection and an explainable Bayesian network
  • Q-Learning agent that balances the cost of stopping the belt against the risk of shredder failure
  • Simulated results: recall above 85% in a noisy test environment
  • Integration with Siemens S7-1200/1500 PLCs, Docker deployment at the edge
  • Python, TensorFlow
  • github.com/esteban3marco-ctrl/shieldguard-ai

Zertifikate

Introduction to Data Analytics

IBM (Coursera)

2026

CS50 Introduction to AI with Python

Harvard University (CS50)

2026


Portfolio


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