neural networks
Machine learning architecture
Neural networks are computing systems modeled loosely on the human brain, using interconnected nodes that process information in layers.
They learn patterns from data rather than following explicit instructions, making them central to modern artificial intelligence: The neural network was trained on millions of images.
Deep neural networks have many layers, enabling recognition of complex patterns in speech, images, and text.
Stacked levels or coatings
- nodesPoints of connection
- weightsHeavy objects for lifting
- biasUnfair inclination or prejudice
- perceptronLinear binary classifier algorithm
convolutional · recurrent · feedforward · activation function · hidden layers · transformer · GAN · encoder
Reverse gradient computation method
- epochsDistinct historical stretches
- learning rateUpdate magnitude per iteration
- optimizationMaximizing efficiency or performance
- overfittingExcess adaptation to samples
underfitting · regularization · supervised · unsupervised · reinforcement · generalization · validation · hyperparameters
Neuron-to-neuron transmission points
- axonsNeuron output extensions
- dendritesNeuron's signal-receiving projections
- cortexOrgan's external tissue
- hippocampusMemory formation region
cerebellum · neurotransmitters · glia · brainwaves · amygdala · neuroplasticity · grey matter · white matter
Outer limits or boundaries
- graphVisual data display
- meshInterlocking open weave
- topologyStudy of spatial arrangement
- interconnectedJoined in multiple ways
pathways · parallel processing · distributed · sparse · dense · bottleneck · forward pass
layers
Stacked levels or coatings
perceptron · convolutional · recurrent · feedforward · activation function · hidden layers · transformer · GAN · encoder · decoder
backpropagation
Reverse gradient computation method
- epochsDistinct historical stretches
- learning rateUpdate magnitude per iteration
- optimizationMaximizing efficiency or performance
overfitting · underfitting · regularization · supervised · unsupervised · reinforcement · generalization · validation · hyperparameters · convergence
synapses
Neuron-to-neuron transmission points
- axonsNeuron output extensions
- dendritesNeuron's signal-receiving projections
- cortexOrgan's external tissue
hippocampus · cerebellum · neurotransmitters · glia · brainwaves · amygdala · neuroplasticity · grey matter · white matter · brainstem
edges
Outer limits or boundaries
interconnected · pathways · parallel processing · distributed · sparse · dense · bottleneck · forward pass
- AI systemsexpert systems, knowledge base, inference, knowledge bases, fuzzy logic
- technologyelectronics, computing, computer, internet, social media
- AIAI, machine learning, deep learning, algorithm, chatbot
- computingcomputer, computers, software, hardware, code
- digital technologyinternet, software, streaming, computers, CGI
- networksnetwork traffic, network security, MAN, PAN, cloud computing
work, nerve, networks, neural, neuron, neurology, neurological, neurons, neurologist