import tensorflow as tf
from sklearn.metrics import classification_report
model = tf.keras.Sequential(layers)
CNN: Conv2D → ReLU → Pool
→ Flatten → Dense → Sigmoid
∇f(x) = [∂f/∂x₁, ∂f/∂x₂, ..., ∂f/∂xₙ]
Learning Rate: α = 0.001
if (hazard.detected) {
  alert('Safety Risk');
  escalate();
}
Risk = P(hazard) × Severity
model.predict(image_tensor)
∑ hazards × weights
safety_score = analyze()
AI → Detection → Report
return risk_matrix.score
confidence: 0.97
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30+
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AI Hazard Analysis

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