Machine Learning Fundamentals
Diagram showing distributed representations with three pools of units (AGENT, RELATIONSHIP, PATIENT) connected via role/identity bindings

Distributed Representations

Hinton's 1984 technical report establishing the theoretical efficiency of distributed representations over local …

Machine Learning Fundamentals
Sphere packing illustration showing Shannon's geometric interpretation of channel capacity

Communication in the Presence of Noise

Shannon's 1949 foundational paper establishing information theory, channel capacity, and the sampling theorem for …