embeddings
Words as numbers
Embeddings are numerical representations of words, images, or other data as vectors in a high-dimensional space.
In machine learning, similar items cluster near each other: The embeddings for "king" and "queen" are close together.
This allows algorithms to capture semantic relationships mathematically—words with similar meanings have similar embeddings, enabling computers to process language and other data in ways that reflect human understanding.
Quantity with direction
- matrixOrdered numerical arrangement
- tensorMultilinear algebraic object
- coordinatesLocation-specifying number pairs
- projectionSomething that extends outward
transformation · linear · dot product · magnitude · basis · orthogonal · norm · axis
Fitted hand covering
- transformersVoltage-altering electrical devices
- contextualRelative to surrounding conditions
- meaningWhat something signifies
- representationDepiction or likeness
language model · polysemy · synonyms · analogy · token · subword · vocabulary · pretrained
Act of seeking
- retrievalAct of getting back
- recommendationAdvised course of action
- classificationSystematic grouping by traits
- clusteringForming concentrated groups
visualization · indexing · database · knowledge graph · chatbot · translation · multimodal
vector
Quantity with direction
- matrixOrdered numerical arrangement
- tensorMultilinear algebraic object
- coordinatesLocation-specifying number pairs
projection · transformation · linear · dot product · magnitude · basis · orthogonal · norm · axis · sparse
glove
Fitted hand covering
- transformersVoltage-altering electrical devices
- contextualRelative to surrounding conditions
- meaningWhat something signifies
representation · language model · polysemy · synonyms · analogy · token · subword · vocabulary · pretrained · fine-tuning
search
Act of seeking
- retrievalAct of getting back
- recommendationAdvised course of action
- classificationSystematic grouping by traits
clustering · visualization · indexing · database · knowledge graph · chatbot · translation · multimodal
- functional analysisnorm, norms, completeness, orthogonality, subspaces
- graphsgraph, bar graph, line graph, pie chart, scatter plot
- recommendationsadvised, recommendation engine, Netflix, Spotify, Amazon
- machine learningneural networks, deep learning, backpropagation, underfitting, CNNs
- neural networksneural network, neural networks, hidden layers, backpropagation, layers
- NLPtokenization, natural language processing, NLP, parsing, stemming
embeddingsexpert systems
AI using encoded rules
ontologies · deductive reasoning · symbolic logic · decision trees · taxonomies
embeddingsextractions
Acts of removing something
removals · excisions · withdrawals · detachments · dislodgements