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BeginnerLearning path

Beginner

How LLMs work, prompting, embeddings and vector search.

Lessons
7
Time
3.5 hours
Modules
3

Skills you will practise

  • LLM fundamentals
  • Tokenization
  • Embeddings
  • Sampling and decoding
  • Model selection
  • Prompting
  • Structured output
  • Reasoning models
  • Vector search
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You should know

Nothing outside this path. It starts from its first lesson.

Modules in this path

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  1. LLM foundations3 lessons 1.5 hours
    1. How LLMs workBeginner 30 min
    2. Tokenization and embeddingsBeginner 25 min
    3. Sampling parameters and the model landscapeBeginner 30 min
    About this module
  2. Prompting and structured output2 lessons 55 min
    1. Prompting fundamentalsBeginner 25 min
    2. Reasoning models and structured outputsBeginner 30 min
    About this module
  3. Embeddings and vector search2 lessons 1 hour
    1. Embeddings and similarity searchBeginner 25 min
    2. Vector databasesBeginner 35 min
    About this module