backpropagated
Gradients sent backward
Backpropagated describes something that has been sent backward through a system, particularly in machine learning.
When training neural networks, errors are backpropagated—calculated at the output and transmitted backward through layers to adjust how the network learns: The loss was backpropagated to update the weights.
The process refines predictions by distributing blame for mistakes.
Composite function derivative method
- differentiationRecognizing meaningful differences
- calculusMathematical analysis system
Fixing identified mistakes
- learning rateUpdate magnitude per iteration
- epochsDistinct historical stretches
- training dataInput for machine learning
- convergenceProcess of approaching sameness
overfitting · underfitting · feedforward · vanishing gradient · stochastic · generalization · regularization · dropout
Layered computational learning systems
- activation functionNeuron output transformer
- hidden layersInternal neural network stages
- neuronsSignal-transmitting brain cells
- weightsHeavy objects for lifting
biases · convolutional · recurrent · sigmoid · transformer · encoder-decoder
Rate of change across space
- minimizationMaking as small as possible
- momentumProduct of mass, velocity
- AdamFirst created man
- saddle pointStationary point, not extremum
chain rule
Composite function derivative method
- differentiationRecognizing meaningful differences
- calculusMathematical analysis system
error correction
Fixing identified mistakes
- learning rateUpdate magnitude per iteration
- epochsDistinct historical stretches
- training dataInput for machine learning
convergence · overfitting · underfitting · feedforward · vanishing gradient · stochastic · generalization · regularization · dropout
neural networks
Layered computational learning systems
- activation functionNeuron output transformer
- hidden layersInternal neural network stages
- neuronsSignal-transmitting brain cells
weights · biases · convolutional · recurrent · sigmoid · transformer · encoder-decoder
gradient
Rate of change across space
- minimizationMaking as small as possible
- momentumProduct of mass, velocity
- AdamFirst created man
backpropagatedfeedforward
Control anticipating disturbances
inferred · activated · pushed forward · predicted · evaluated