Data Structures & Algorithms

Complexity Analysis

Mastering judgment in evaluating time and space complexity under real constraints. For advanced teens who already apply algorithms but need to calibrate decisions under ambiguity and risk.

Goal:

Learn how to evaluate time and space usage.

3Lessons

6Micro-lessons

AdvancedDifficulty

Lesson 1

Ambiguous Complexity Trade-offs

How hidden factors distort complexity decisions.

Start2 Micro-lessons

Micro lesson 1

Premature Optimization Pressure

Micro lesson 2

Ignoring Real-World Constraints

Lesson 2

Scaling and Degradation

Recognizing when scaling causes nonlinear failures.

Start2 Micro-lessons

Micro lesson 1

Scaling Blind Spots

Micro lesson 2

Resource Exhaustion Feedback

Lesson 3

Detecting Harmful Patterns

Spotting subtle complexity traps before they compound.

Start2 Micro-lessons

Micro lesson 1

Pattern Overfitting

Micro lesson 2

False Simplicity Signals