deep learning
Neural network training
Deep learning is a branch of machine learning that uses neural networks with many layers to process data.
The "deep" refers to the number of layers through which data passes, each extracting progressively more abstract features.
Deep learning powers image recognition, language translation, and voice assistants: The model uses deep learning to identify faces in photos.
Reverse gradient computation method
- optimizationMaximizing efficiency or performance
- epochsDistinct historical stretches
- forward passThrow toward opponent's goal
- convergenceProcess of approaching sameness
momentum · checkpointing · fine-tuning · pretraining · warmup · scheduler
Excess adaptation to samples
- vanishing gradientGradients approach zero through layers
- underfittingModel too simple
- regularizationPenalty preventing model complexity
- dropoutOne who quits early
Layered computational learning systems
- convolutionalUsing sliding kernel operations
- transformerVoltage-altering electrical device
- encoder-decoderCompresses input, generates output
- feedforwardControl anticipating disturbances
recurrent · perceptron · BERT · GPT
AI interpreting visual data
- natural language processingComputational analysis of speech
- speech recognitionMachines understanding human talk
- machine translationAutomated cross-lingual text conversion
- self-driving carsAutomobiles requiring no operator
AlphaGo · facial recognition · medical imaging · text generation · drug discovery · protein folding · deepfakes
backpropagation
Reverse gradient computation method
- optimizationMaximizing efficiency or performance
- epochsDistinct historical stretches
- forward passThrow toward opponent's goal
convergence · momentum · checkpointing · fine-tuning · pretraining · warmup · scheduler
overfitting
Excess adaptation to samples
- vanishing gradientGradients approach zero through layers
- underfittingModel too simple
- regularizationPenalty preventing model complexity
neural networks
Layered computational learning systems
- convolutionalUsing sliding kernel operations
- transformerVoltage-altering electrical device
- encoder-decoderCompresses input, generates output
feedforward · recurrent · perceptron · BERT · GPT
computer vision
AI interpreting visual data
- natural language processingComputational analysis of speech
- speech recognitionMachines understanding human talk
- machine translationAutomated cross-lingual text conversion
self-driving cars · AlphaGo · facial recognition · medical imaging · text generation · drug discovery · protein folding · deepfakes
TensorFlow
Machine learning computation library
- GPUVisual processing hardware
- smart systemssmart home, smart grid, neural networks, smart meters, smart thermostat
- AI systemsexpert systems, knowledge base, inference, knowledge bases, fuzzy logic
- neural computingneural network, perceptron, backpropagation, brain chip
- AIAI, algorithm, chatbot, neural networks, bot
- computingcomputer, computers, software, hardware, code
- digital technologyinternet, software, streaming, computers, CGI
deep, learning, deeply, deepest, deeper, deepening, deepened, deepness