Neuronal Dynamics of Cognition: Associative Memory

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Hopfield Model: Memory and Dynamics

Explores the Hopfield Model for associative memory and its dynamics.

Associative Memory: Magnetic Materials

Explores the dynamics of associative memory in networks of neurons and includes a detour into magnetic materials.

Learning of Associations

Delves into associative memory, Hebbian learning, and hierarchical organization in neural networks.

Storage Capacity: Prototypes and Neuronal Dynamics

Explores the storage capacity of associative memory in networks of neurons and the impact of multiple prototypes on error rates.

Memory Encoding and Neuroplasticity

Explores memory encoding, neuronal plasticity, types of memory, brain regions, and clinical cases.

Introduction to Systems Neuroscience: Memory Systems Overview

Introduces systems neuroscience, focusing on neural circuits, memory systems, and course logistics.

Modeling the Role of Hippocampus in Memory

Delves into the critical role of the hippocampus in memory formation, focusing on declarative memory and spatial representation.

Neuroscience and ML

Explores the intersection between neuroscience and machine learning, discussing deep learning, reinforcement learning, memory systems, and the future of bridging machine and human-level intelligence.

Working Memory Model: Features and Applications

Explores the working memory model and its applications in learning, emphasizing simplicity and channel utilization.

Neuroprosthetics: Hallucinations and Self Distortions

Explores hallucinations, self distortions, cognitive decline, and altered sensorimotor processing in neuroprosthetics.