Artificial intelligence basics: Mastering logical tasks with Large Language Models (LLMs)
Kursmerkmale
- workspace_premium Teilnahmebescheinigung von TÜV Rheinland
- calendar_month Zugriffsdauer: Unbegrenzter Zugriff
- trending_up Kursniveau: Einsteiger
- timelapse Lernumfang: 0 Std. 25 Min.
- language Sprache: englisch
- fingerprint Kurskennung: EXz3rO7nkW
Kursübersicht
Über den Online-Kurs
Large language models (LLMs) can generate impressive texts by recognizing patterns in their training data and calculating probabilities. However, they sometimes struggle with even the simplest tasks that require logical thinking or mathematical skills.
In this training unit, you will learn why this occurs and how language models can simulate logical thinking. You will also learn how integrating specialized tools expands their functionality and significantly improves the relevance of their responses.
Benefit
You will deepen your understanding of how large language models work. You will learn the practical application of hybrid AI systems. You will minimise your risks by understanding hallucinations, calculation errors and logical fallacies.
Target group
This training is of interest to both technical and non-technical target groups, especially when it comes to the practical applications and risks of AI systems. These can be, for example, the following groups of people:
- Professionals in the field of artificial intelligence and machine learning
- Decision-makers in companies
- Students and teachers in relevant subject areas
Learning objectives
- Recognising the limits of LLMs
- Learning how LLMs simulate logical thinking
- Understanding how hybrid AI systems work
- Minimising risks by recognising and avoiding hallucinations, calculation errors and logical fallacies
Learning Content
- When language models reach their limits
- Reasoning: LLMs simulate logical thinking
- Chain-of-thought prompting
- Why are large language models bad at maths?
- Hybrid AI systems
- Summary
- Quiz
Übersicht der Lerninhalte
Mastering logical tasks with Large Language Models (LLMs)
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Mastering logical tasks with Large Language Models (LLMs)extension Interaktiver Inhalttimelapse 0 Std. 25 Min.
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