Sigmoid Function Quiz

Master sigmoid formulas, probabilities, gradients, logits, thresholds, graphs, neural network applications, numerical stability, and model diagnostics through adaptive interactive quiz challenges with detailed feedback.

Quiz configuration

183 questions available across sixteen learning categories.

PHP + Bootstrap + Plotly.js

Interactive sigmoid explorer

Change the logit and threshold to inspect probabilities, gradients, and predicted classes.

Sigmoid output
0.5000
Derivative
0.2500
Predicted class
Positive class (1)
Sigmoid: σ(x) = 1 / (1 + e-x)
Derivative: σ′(x) = σ(x)(1-σ(x))
Logit: logit(p) = ln(p/(1-p))
Untimed
0%

Live progress

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Formula sheet

  • σ(x) = 1 / (1 + e-x)
  • σ′(x) = σ(x)(1-σ(x))
  • logit(p) = ln(p/(1-p))
  • odds = p/(1-p)
  • p = odds/(1+odds)

Question navigator

Green: answered. Yellow outline: marked.

Quiz performance report

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