MITCBMM Courses

The Dynamics of the Unconscious Brain Under General Anesthesia

10 ratings

Explore neural oscillations in the anesthetized brain, examining how anesthetics alter brain function across ages and discussing potential methods to enhance post-anesthesia recovery and reduce cognitive impairment.

• YouTube
• 46 minutes
• Self-Paced
• Free Video

Cognitive Neuroscience

4 ratings

Explore cognitive neuroscience, brain structure, and core cognitive processes like perception, attention, and memory in this comprehensive overview.

• YouTube
• 27 minutes
• Self-Paced
• Free Video

Introduction to Neuroscience

2 ratings

Explore neuroscience fundamentals: neurons, action potentials, synapses, cortical structures, and visual processing. Gain insights into brain function and sensory perception.

• YouTube
• 45 minutes
• Self-Paced
• Free Video

Recurrent Neural Networks for Cognitive Neuroscience

1 rating

Hands-on tutorial exploring RNNs in cognitive neuroscience through coding exercises. Learn to train and analyze RNNs for various tasks, with lecture and workshop components using Google Colab Notebooks.

• YouTube
• 27 minutes
• Self-Paced
• Free Video

MEG-EEG Source Estimation Approaches: A Spectrum of Purpose-Built Optimal Tools

1 rating

Explore MEG/EEG source estimation techniques, from dipole models to cortically-constrained approaches. Learn about neural source localization, forward modeling, and applications in neuroscience research.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

Singularity on OpenMind

1 rating

Explore Singularity, an HPC container service, for efficient and reproducible research workflows. Learn implementation techniques and best practices for OpenMind integration.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

Automation of AI

1 rating

Explore AI automation, industry applications, and optimization strategies with IBM Research expert Lisa Amini in this insightful talk on advancing artificial intelligence.

• YouTube
• 50 minutes
• Self-Paced
• Free Video

Hippocampal Memory, Cognition, and the Role of Sleep - Part 1

Explore hippocampal memory, cognition, and sleep's influence in this comprehensive lecture by MIT's Matt Wilson, delving into neuroscience fundamentals.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

The Platonic Representation Hypothesis

Explore the Platonic Representation Hypothesis with MIT's Phillip Isola, delving into philosophical concepts and their applications in modern computational theory.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

Towards Understanding Deep Classifiers Through Neural Collapse

Explore neural collapse in deep classifiers, examining its impact on model behavior and performance. Gain insights into this phenomenon's role in understanding and improving deep learning systems.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

Language Models as World Models

Explore how language models can serve as world models, offering insights into their potential applications and implications for artificial intelligence.

• YouTube
• 1 hour 13 minutes
• Self-Paced
• Free Video

Towards Understanding the Implicit Regularization Effect of SGD

Explore the implicit regularization effect of Stochastic Gradient Descent, uncovering its impact on optimization and generalization in machine learning models.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

Open Problems in the Theory of Deep Learning - Panel Discussion

Explore cutting-edge perspectives on deep learning theory with leading experts, addressing unresolved questions and future research directions in this dynamic field.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Emergent Computation and Learning with Assemblies of Neurons

Explore neural assemblies' role in emergent computation and learning, uncovering insights into brain function and artificial intelligence advancements.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

SGD and Weight Decay Secretly Compress Your Neural Network

Explore how SGD and weight decay techniques compress neural networks, enhancing efficiency and performance in deep learning models.

• YouTube
• 55 minutes
• Self-Paced
• Free Video