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The goal D AI developer

The developer's toolbox

NumPy, the terminal, regular expressions, modules and virtual environments, notebooks, debugging, code style and typing — the tools you use every day in an AI project.

Knowledge nodes
32
From zero
about 21 h
Labs
3
See what you already know — no account

The diagnostic removes what you already know, so your path is usually much shorter.

What you can do afterwards

Labs along the way

You write the code. Tests you cannot see decide whether it holds up.

Lab: dot product, norm and cosine similarityDin the browser · about 40 minLab: lists, loops and dictionariesCin the browser · about 40 minLab: your first Python functionsCin the browser · about 30 min

The whole path

Everything the goal builds on, grouped by level and in the order it builds on itself. Show on the map

AExplorer2 knowledge nodes
  1. Patterns and categories
  2. Sequences and precise instructions
BInvestigator3 knowledge nodes
  1. Data in everyday life
  2. Charts and tables
  3. Algorithmic thinking
CBuilder6 knowledge nodes
  1. Functions and coordinate systems
  2. Programming logic — variables, conditions, loops
  3. Python — the basics
  4. Python — lists, loops and dictionaries
  5. Python — strings and text processing
  6. Python — files, CSV and JSON
DAI developer20 knowledge nodes
  1. Jupyter and notebooks
  2. Time complexity and big-O notation
  3. Data structures: lists, stacks, queues, hash tables
  4. Python — functions, scope and exceptions
  5. Code style, docstrings and the README
  6. Reading and understanding other people's code
  7. Python — classes and objects
  8. Python — modules, packages and virtual environments
  9. Git — version control
  10. Regular expressions
  11. Recursion
  12. Sorting and searching
  13. The terminal and the shell
  14. Testing with pytest
  15. Debugging and the debugger
  16. Vectors
  17. NumPy — arrays and vectorisation
  18. Pandas — tables in Python
  19. SQL — the basics
  20. Visualisation with Matplotlib
EUniversity1 knowledge nodes
  1. Type annotations and code quality