AI PRO Technische Umsetzung & Automatisierung
Ein dreitägiger Live-Online-Engineering-Kurs: Fine-Tuning, Retrieval-Augmented Generation, KI-Agenten, LLM-Sicherheit und Produktivbetrieb. Bereitet auf die Prüfung ICO Artificial Intelligence PRO vor. Für Entwickler und Datenfachleute mit Python-Grundkenntnissen.
Agenda
- 1Tag 1 · 1. Nov. · 09:00 – 16:30Foundations, models and adaptation
- Modern AI architectures: transformers, LLMs and embeddings
- Choosing models: open versus hosted, cost and latency trade-offs
- Data for AI: selection, preparation, validation and bias reduction — hands-on
- Fine-tuning in practice: parameter-efficient methods, evaluation — hands-on
- 2Tag 2 · 2. Nov. · 09:00 – 16:30Retrieval and grounded systems
- RAG architectures: chunking, embeddings, vector databases, retrieval quality
- Hands-on: build a working RAG pipeline over real documents
- Reducing hallucination: grounding, citations, systematic evaluation
- LLM security: the OWASP Top 10 for LLMs — attack and defence, hands-on
- 3Tag 3 · 3. Nov. · 09:00 – 16:30Agents, production and compliance
- AI agents: tool use, function calling, API and MCP interfaces — hands-on
- Multi-agent structures and orchestration
- To production: deployment patterns, monitoring, CI/CD for AI systems
- Technical compliance: anonymisation, filtering, hosting choices
- Closing project and exam preparation