Understand how generation works
Explore tokens, probabilities, and context to understand how an answer is generated step by step.

AI series · Interactive beginner course
From principles to practice.
Explore every step of generation. Turn abstract AI principles into practical skills.
0 of 14 lessons completed · Learned on 0 of the last 7 days
What you will learn
Explore tokens, probabilities, and context to understand how an answer is generated step by step.
Adjust temperature and candidate ranges, then compare how the results change.
Practice writing prompts, checking answer sources, and verifying tool execution.
A step-by-step learning path
Fixed examples let you repeat and compare experiments
From text pieces to context
6 lessonsFrom prompts to supported answers
5 lessonsTools, evaluation, and a final project
3 lessonsEvery step is worth keeping
Complete course challenges to earn your learning badges.
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Submit your first prediction in the Token lesson
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Pass the Token lesson checkpoint
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Pass the next-token probability checkpoint
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Pass the probability-to-token checkpoint
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Earn 3 stars in any mastered lesson
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Master the first 3 lessons
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Master the temperature lesson and earn 3 stars
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Master the Top-P lesson and earn 3 stars
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Master the context window and earn 3 stars
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Master prompt structure and earn 3 stars
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Master structured output and earn 3 stars
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Master hallucinations and uncertainty and earn 3 stars
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Master semantic retrieval and earn 3 stars
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Master the RAG lesson and earn 3 stars
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Master tool calling and earn 3 stars
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Master evaluation and safety and earn 3 stars
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Master the capstone and earn 3 stars
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