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Samenvatting Kunstmatige Intelligentie AI HBO UITGEBREID 2026 + 25 Oefenvragen - Machine Learning Deep Learning NLP LLM Transformer Computer Vision Ethiek EU AI Act Prompt 30+ Pagina's

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COMPLETE AI — 30+ PAGINA'S! HÉT vak van 2026! Narrow/General/Super AI (Turing test + Chinese Room!), machine learning (supervised/unsupervised/reinforcement + confusion matrix + precision/recall/F1 + overfitting!), deep learning (neurale netwerken, backpropagation, CNN/RNN/Transformer "Attention Is All You Need" 2017!), NLP + LLMs (GPT, Gemini, prompt engineering, RAG, hallucinaties!), computer vision, AI-toepassingen per sector, ethiek (bias, deepfakes, privacy), EU AI Act (4 risicocategorieën, boetes tot 7% omzet!).

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Samenvatting Kunstmatige Intelligentie (AI)
— HBO 2026

UITGEBREIDE EDITIE — Machine Learning, Deep Learning,
NLP, Computer Vision, Ethiek, Toepassingen + 25 Oefenvragen

Complete Examenvoorbereiding — Premium Editie


Versie: 2026 — UITGEBREIDE PREMIUM EDITIE
Geschikt voor: HBO ICT, Data Science, AI, Bedrijfsinformatica, Digital Business
Inhoud: Machine learning + deep learning + NLP + computer vision + ethiek + toepassingen + 25
oefenvragen
Omvang: 30+ pagina's




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, DEEL 1: AI FUNDAMENT

1.1 Wat is Kunstmatige Intelligentie?

AI = machines die taken uitvoeren die INTELLIGENTIE vereisen


Narrow AI (ANI): 1 specifieke taak (Siri, schaak, vertalen)
→ DIT is wat we nu hebben!
General AI (AGI): menselijk niveau, ALLE taken
→ Bestaat nog NIET
Super AI (ASI): intelligenter dan mens
→ Hypothetisch, ver weg (of niet?)


AI-winter: periodes van teleurstelling (1970s, 1990s)
AI-lente: doorbraak door deep learning (2012+), LLMs (2022+)


Turing Test (1950):
Kan een machine menselijk gedrag IMITEREN?
→ Als mens niet kan onderscheiden → "intelligent"
→ Kritiek: imitatie ≠ begrip (Chinese Room argument, Searle)


Chinese Room: iemand in kamer volgt regels voor Chinese symbolen
→ Produceert correcte antwoorden ZONDER begrip
→ Conclusie: syntaxis ≠ semantiek (vorm ≠ betekenis)

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