AI Fundamentals

The AI Fundamentals Badge teaches how modern AI actually works: data and models, neural networks, embeddings, transformers, large language models, and how applications are built on top of them.

21 exercises

Exercises

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AI Fundamentals: Inference & Sampling

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AI Fundamentals: Using Models in Practice

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AI Fundamentals: Multimodal Models

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AI Fundamentals: Tool Use & Agents

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AI Fundamentals: Retrieval-Augmented Generation

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AI Fundamentals: Limitations & Hallucinations

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AI Fundamentals: Prompting

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AI Fundamentals: Overfitting & Generalization
  • Completed by 1 student

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AI Fundamentals: Training an LLM

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AI Fundamentals: Large Language Models

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AI Fundamentals: Transformers & Attention

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AI Fundamentals: Tokenization

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AI Fundamentals: Embeddings & Vectors

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AI Fundamentals: Deep Learning

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AI Fundamentals: Neural Networks

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AI Fundamentals: Classic ML Algorithms

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AI Fundamentals: Evaluating Models