A list of numbers representing a piece of data, arranged so that similar things end up close together.
Read definitionA list of numbers representing a piece of data, arranged so that similar things end up close together.
Read definitionA model built from layers of simple weighted units, trained by adjusting those weights until the output matches the target.
Read definitionWhen a model learns the training data so closely — including its noise — that it performs worse on anything new.
Read definitionLearning by acting in an environment and adjusting behaviour based on rewards, rather than from labelled examples.
Read definitionTraining on examples that come with the right answer attached, so the model learns to map inputs to known labels.
Read definitionReusing a model trained on one task as the starting point for another, instead of training from scratch.
Read definitionFinding structure in data that has no labels — clusters, groupings, or a compressed representation.
Read definition8 subject areas across 32 definitions — start wherever you already are.
The core ideas behind systems that learn patterns from data.
7 termsNeural networks with many layers, and the machinery that trains them.
5 termsHow machines read, generate and reason about human language.
7 termsModels that produce new text, images, audio or code.
4 termsMaking sense of images and video.
1 termDatasets, labelling, evaluation and the training loop itself.
1 termAlignment, bias, interpretability and the limits of these systems.
3 termsServing, scaling and running models in production.
4 terms