Perceptron Architecture x₁ 2.0 x₂ 3.0 b -2.0 w₁=1.0 w₂=1.0 Σ y 1
Calculation Breakdown
1. Weighted Sum (z)
z = (w₁ × x₁) + (w₂ × x₂) + b
z = (1.0 × 2.0) + (1.0 × 3.0) + (-2.0)
z = 3.00
2. Activation (y)
y = Step(z) = z ≥ 0 ? 1 : 0
y = 1 Fired
Decision Boundary (2D Feature Space) w₁x₁ + w₂x₂ + b = 0
y > 0 (Active)
y ≤ 0 (Inactive)
Input Point (x₁, x₂)
Decision Boundary