MITCBMM Courses

AFNI Training Bootcamp - Comprehensive fMRI Analysis and Neuroimaging

Master comprehensive fMRI analysis using AFNI software through hands-on training covering preprocessing, statistical analysis, group studies, surface analysis, and advanced visualization techniques.

• YouTube
• 23 hours 53 minutes
• Self-Paced
• Free Video

Statistical Learning Theory and Applications - Fall 2018

Dive into statistical learning theory fundamentals and practical applications through MIT's comprehensive lecture series covering key algorithms and mathematical foundations.

• YouTube
• 1 day 8 hours 38 minutes
• Self-Paced
• Free Video

Statistical Learning Theory and Applications

Master statistical learning theory through kernel methods, regularization techniques, and deep learning optimization with rigorous mathematical foundations and practical applications.

• YouTube
• 23 hours 52 minutes
• Self-Paced
• Free Video

Machine Learning Crash Course 2015

Dive into machine learning fundamentals covering linear models, kernels, PCA, clustering, and practical applications with hands-on GURLS framework implementation.

• YouTube
• 10 hours 29 minutes
• Self-Paced
• Free Video

Statistical Learning Theory and Applications - Fall 2015

Dive into statistical learning theory fundamentals, regularization techniques, kernel methods, and deep learning representations through MIT's comprehensive graduate-level curriculum.

• YouTube
• 1 day 12 hours 53 minutes
• Self-Paced
• Free Video

Analyzing fMRI Data - The General Linear Model

Explore the General Linear Model for analyzing functional MRI data through comprehensive statistical methods and brain imaging techniques.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video

Hippocampal Memory, Cognition, and the Role of Sleep - Part 2

Explore hippocampal memory, cognition, and sleep's role through phase processing, decoding, spatial navigation, and neural mechanisms in this comprehensive lecture.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

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

Explore hippocampal structure, memory coding, and electrophysiology techniques. Delve into working hypotheses and data interpretation in neuroscience research.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video

The Quest to Create Engineer-Quality Models of the Mechanisms of Human Visual Object Recognition - Part 2

Explore advanced neural models and mechanisms of human visual object recognition, including linear decoders, adversarial attacks, and individual variability in visual processing.

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

Faces

Explore primate face recognition, from neural substrates to computational principles, examining face cells, processing systems, and recognition architectures in this comprehensive overview.

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

How Fly Neurons Compute the Direction of Visual Motion

Explore how fly neurons process visual motion direction, focusing on cellular mechanisms, biophysical models, and recent discoveries in Drosophila's neural circuits for motion detection.

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

Building a State Space for Song Learning

Explore how songbirds develop neural sequences for vocalizations, examining the role of auditory memory in shaping motor circuits and facilitating song learning through reinforcement mechanisms.

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

Boundary Conditions for Language in Biological and Artificial Neural Systems

Explore computational requirements for language processing in neural systems, focusing on hierarchical structures, neural oscillations, and integrating linguistic insights with neural computation principles.

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

Wobbling, Drooping, Bouncing - Visual Perception of Materials and Their Properties

Explore visual perception of material properties through experiments on elastic bouncing objects, examining human estimation accuracy, motion features, and internal models for predicting object behavior.

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

What You See Is What IT Gets - Responses in Primate Visual Cortex During Natural Viewing

Explores primate visual cortex responses during natural viewing, revealing how neurons in the interior temporal cortex react to faces and repeated fixations, providing insights into our stable visual perception.

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