Why AI (Artificial Intelligence) Hallucinates? Podcast 🎙️ скачать в хорошем качестве

Why AI (Artificial Intelligence) Hallucinates? Podcast 🎙️

#ai #artificialintelligence #hallucination #technology #company #team #aivideo #youtube #new #newvideo #yt #youtubevideo #youtubechannel Why does Artificial Intelligence (AI) Hallucinate? If you are the hallucinating boss giving swaying confused signals to your team of 100, wouldn't team Hallucinate? Technical understanding: AI hallucinations occur when large language models produce false, misleading, or fabricated content. Understanding AI hallucinations is crucial for ensuring accuracy and reliability in AI applications. Causes of AI Hallucinations Insufficient or biased training data Model overfitting Lack of grounding in verified sources Probabilistic generation methods Types of AI Hallucinations Factual hallucinations Contextual hallucinations Logical hallucinations Creative hallucinations Impact of AI Hallucinations Healthcare: incorrect medical advice Finance: financial losses Law: legal mistakes Mitigation Strategies Retrieval-Augmented Generation (RAG) Human-in-the-loop validation Logical consistency checks Confidence scoring and uncertainty quantification Best Practices Use high-quality training data Implement human oversight Use fact-checking mechanisms Provide clear and structured prompts Conclusion AI hallucinations are a significant challenge Mitigation strategies can reduce errors Human oversight is crucial for ensuring accuracy