One-Shot Learning

Quick Definition

Learning to recognize patterns from a single example

A ML paradigm where a model learns to recognize patterns from only a single training example per class.

face recognition from one photo, voice matching from one sample

few-shot-learning meta-learning siamese-network

Specialized hardware for accelerating AI computation

Ensuring AI systems act in accordance with human values

Framework for developing fair, transparent, accountable AI

Identifying and classifying named entities in text

Converting spoken language into written text using AI

Generative model using latent space encoding and decoding