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Home/Glossary/Gradient Descent
AI Glossary Term

What does “Gradient Descent” mean?

Definition

An optimization method that updates parameters in the direction that reduces error.

Related terms

DPO (Direct Preference Optimization)
A training method that fine-tunes models directly on preference pairs without needing a separate reward model.
Gradient
A vector showing how much each parameter should change to reduce loss.
Backpropagation
The core training algorithm that updates model weights by propagating prediction errors backward through the network.
Bias
A consistent pattern of error or unfairness in data or model behavior.
Label Smoothing
A regularization method that softens hard labels to improve generalization.
Learning Rate
A training hyperparameter controlling how much parameters change each update step.

Learn more in our free guides

Gradient AccumulationStochastic Gradient Descent with MomentumNesterov Accelerated GradientVanishing and Exploding Gradients

See also

Ground TruthGenerative AIGuardrailsGeneralizationHallucinationGAN (Generative Adversarial Network)Human-in-the-LoopFunction Calling
PreviousGradientNextGround Truth
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