Professional Development · IT & Digital

AI Fundamentals

A 15-topic introduction to artificial intelligence: how it works, why it matters, and what its limitations are — covering ML, deep learning, LLMs, computer vision, NLP, ethics, safety, and AI's impact on work and society.

15 Lektionen

15 Karteikarten-Decks

15 Quizze

Lehrplan

Module 1: Foundations of AI

What is AI? History from Rules to Neural Networks1 Decks1 Quiz Machine Learning vs Deep Learning vs AI: Clearing the Confusion1 Decks1 Quiz Supervised Learning: Classification and Regression1 Decks1 Quiz Unsupervised Learning: Clustering and Dimensionality Reduction1 Decks1 Quiz Reinforcement Learning: Agents, Rewards, and Policies1 Decks1 Quiz Neural Networks: Layers, Weights, and Activation Functions1 Decks1 Quiz

Module 2: How AI Systems Work

How Large Language Models (LLMs) Work1 Decks1 Quiz Computer Vision: How AI Sees Images1 Decks1 Quiz Natural Language Processing: Text Understanding1 Decks1 Quiz Training Data: Why Quality and Diversity Matter1 Decks1 Quiz

Module 3: Evaluation, Ethics, and Impact

Model Evaluation: Accuracy, Precision, Recall, and F11 Decks1 Quiz Overfitting and Generalisation1 Decks1 Quiz AI Ethics: Bias, Fairness, and Accountability1 Decks1 Quiz AI Safety and Existential Risks: Perspectives1 Decks1 Quiz AI's Impact on Work, Society, and the Future1 Decks1 Quiz

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