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representation-learning

Explore machine learning concepts related to representation-learning. Clear explanations and practical insights.

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Concepts Related to representation-learning

August 16, 2024

Contrastive Learning

Learn representations by pulling similar samples together and pushing dissimilar ones apart

contrastive-learning self-supervised representation-learning infonce simclr

5 min readConcept

January 21, 2025

The Modality Gap

Understanding the fundamental separation between visual and textual representations in multimodal models.

multimodal modality-gap embeddings vision-language representation-learning

6 min readConcept

January 16, 2024

Graph Embeddings

Learning low-dimensional vector representations of graphs through random walks, DeepWalk, Node2Vec, and skip-gram models

graph-embeddings node2vec deepwalk random-walks skip-gram representation-learning

3 min readConcept