Lectures related to Neuronal Dynamics of Cognition: Associative Memory

Explores the Hopfield Model for associative memory and its dynamics.

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

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.

Attention and Cognitive Load

Explores attention, arousal, cognitive load, and learning strategies.

Learning & Memory

Explores learning, memory, cognitive loads, metacognition, and problem-solving tasks.

How People Learn: Design and Learning Process

Covers observational learning, implicit pattern learning, inquiry learning, procedural learning, and working memory functions.

Memory & Learning

Explores memory, learning, cognitive load, and problem-solving strategies to enhance learning and cognitive performance.

The Three Models of Memory

Delves into the Multi-Store Memory Model, Working Memory Model, and memory principles.

Sensory learning with neural networks

Explores sensory representations, perception, memory, cognitive control, and neural networks.

Role of the hippocampus

Delves into the hippocampus's role in memory, space, and time encoding, and its implications in brain pathologies.

Microcircuit Modeling: Hippocampus Insights

Covers the simulation of a hippocampus microcircuit for understanding brain function and behavior.

Brain Intelligence: Continual Learning of Representational Models

Delves into the continual learning of representational models after deployment, highlighting the limitations of current artificial neural networks.

Cognition: Memory and Cognitive Load

Explores cognitive load, memory types, and human-computer interaction phenomena.