data visualization
plotting
legend positioning
chart customization
matplotlib
How to put the legend outside the plot
ML System Design practice on Codemia
Design recommenders, ranking systems and training pipelines the way ML interviews actually ask for them, with worked solutions.
Goal: How to put the legend outside the plot
Direct Answer
Set layout and typography explicitly in Matplotlib instead of relying on defaults.
Recommended Workflow
- Reproduce the behavior with a minimal test case.
- Verify runtime, dependencies, and configuration.
- Apply the smallest targeted fix.
- Re-run the validation on real input.
Concrete Example
Validation Checklist
- Primary scenario behaves as expected.
- Edge cases are explicitly handled.
- The change is repeatable in the target environment.
Common Pitfalls
- Verify versions and active configuration before changing code.
- Use representative sample input instead of synthetic happy-path only.
- Change one variable at a time so regressions are attributable.
Summary
Solve for correctness first, then optimize. Tags: data visualization, plotting, legend positioning, chart customization, matplotlib.
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ML System Design practice on Codemia
Design recommenders, ranking systems and training pipelines the way ML interviews actually ask for them, with worked solutions.