Adaptive lesson catalog
Lessons are grouped by readiness, practical value, and the next step that moves the learner forward.
Adaptive catalog
Lessons
Lessons are grouped by readiness, practical value, and the next step that moves the learner forward.
Core
recommended path
12
practice tasks
4
mentor checks
Live
difficulty tuning
Python Variables
Start with the first code task and mentor-ready practice loop.
Manual companionMachine Learning Manual Labs
Open the reader path with 20 chapter labs, progress, and submissions.
ModuleAdaptive Practice
Practice density and next action should react to the learner signal.
ModuleMentor Review
Use mentor feedback after the code task instead of generic explanations.
AnalyticsProgress Signals
Review weak spots, retention, and the next best learning action.
CohortCommunity Loop
Move from solitary practice to cohort questions and shared momentum.