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Intermediate

How Large Language Models Work: Foundations, Training, and Applications

Follow text through a language model, then study how training, retrieval, tools, and evaluation shape an application. Numerical examples and text, image, audio, and video cases connect model mechanics with system design decisions.

Sections
13
Lessons
53
Study time
20 Hours
Learner rating
New course

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Move through the sections in order. Start with any open previews, then continue with the premium lessons when you are ready.

13 sections 53 lessons
  1. 1

    LLM Overview and Core Purpose

    2 lessons Free preview

  2. 2

    Transformer Anatomy and Prompt Flow

    7 lessons Premium

  3. 3

    Training, Pretraining, and Alignment

    3 lessons Premium

  4. 4

    Prompting, Retrieval, Tools, and Adaptation

    5 lessons Premium

  5. 5

    Evaluation, Guardrails, and Future Directions

    2 lessons Premium

  6. 6

    Generative AI Overview

    2 lessons Premium

  7. 7

    Language Representations and Sequence Models

    6 lessons Premium

  8. 8

    Attention, BERT, and GPT

    4 lessons Premium

  9. 9

    Foundation Model Training, Optimization, and Evaluation

    7 lessons Premium

  10. 10

    Vision, Audio, and Multimodal Generation

    5 lessons Premium

  11. 11

    Prompting, Retrieval, and Agents

    3 lessons Premium

  12. 12

    End-to-End Generative AI Systems

    5 lessons Premium

  13. 13

    Future Trends and Ethics

    2 lessons Premium

Curriculum

Course content

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  1. 1.1Introduction to the Course10 min
  2. 1.2Large Language Models10 min

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