learn-ai

Your learning path

Pick how deep you want to go and how much time you have. Depth decides which articles; time decides only how long it takes.

Level
Beginner
Articles
34
Reading time
39.8h
Weeks
16

  1. Week 1

    2.8h
    1. 1
      The AI Jargon Decoder
      Entry 1h
    2. 2
      In What Order Should You Learn AI?
      Entry 1h
    3. 3
      What Is AI, and How Do People Actually Use It?
      Entry 0.75h

  2. Week 2

    2.8h
    1. 4
      What AI Can and Cannot Do (Yet)
      Entry 0.75h
    2. 5
      What Is Machine Learning?
      ML Foundations 1h
    3. 6
      How Data Becomes Numbers
      ML Foundations 1h

  3. Week 3

    2.3h
    1. 7
      What Is a Neural Network?
      ML Foundations 1.25h
    2. 8
      Weights and Biases
      ML Foundations 1h

  4. Week 4

    3h
    1. 9
      The Forward Pass
      ML Foundations 1h
    2. 10
      Activation Functions
      ML Foundations 1h
    3. 11
      Loss Functions
      ML Foundations 1h

  5. Week 5

    2.6h
    1. 12
      Gradient Descent
      ML Foundations 1.25h
    2. 13
      Backpropagation
      ML Foundations 1.25h

  6. Week 6

    3h
    1. 14
      Overfitting and Generalization
      ML Foundations 1h
    2. 15
      Probability for AI
      ML Foundations 1h
    3. 16
      Train, Validation, Test
      ML Foundations 1h

  7. Week 7

    2.5h
    1. 17
      What Is a Token in AI?
      Foundations 1h
    2. 18
      What Is an Embedding?
      Foundations 1.5h

  8. Week 8

    2.3h
    1. 19
      What Is an LLM?
      Foundations 1h
    2. 20
      How Does an LLM Actually Write?
      Foundations 1.25h Visual explainer

  9. Week 9

    2h
    1. 21
      The Language Modeling Objective
      Foundations 1h
    2. 22
      Logits and Softmax
      Foundations 1h

  10. Week 10

    2.5h
    1. 23
      How Does a Transformer Work?
      Internals 2.5h Visual explainer

  11. Week 11

    3h
    1. 24
      Self-Attention, Explained Visually
      Internals 3h Visual explainer

  12. Week 12

    2.6h
    1. 25
      Why Do AI Models Hallucinate?
      Prompting 1.25h
    2. 26
      Prompt Basics
      Prompting 1.25h

  13. Week 13

    2h
    1. 27
      What Is a Context Window?
      Prompting 1h
    2. 28
      Show, Don't Tell: Few-Shot Prompting
      Prompting 1h

  14. Week 14

    2.3h
    1. 29
      Your Prompt Isn't Working. Now What?
      Prompting 1.25h
    2. 30
      Prompt Patterns and Anti-Patterns
      Prompting 1h

  15. Week 15

    1.8h
    1. 31
      What Is a System Prompt?
      Prompting 0.75h
    2. 32
      Why RAG Exists
      RAG 1h

  16. Week 16

    2.8h
    1. 33
      Your First LLM API Call
      Application 1.5h
    2. 34
      Which Model Should You Use?
      Application 1.25h