Computational Tutorials
39 videos • 6,749 views • by MITCBMM
1
Cluster computing and OpenMind [part 1]
MITCBMM
Download
2
Cluster computing and OpenMind [part 2]
MITCBMM
Download
3
Dimensionality Reduction I
MITCBMM
Download
4
Dimensionality Reduction II
MITCBMM
Download
5
Dynamical Systems in Neuroscience
MITCBMM
Download
6
Learning in deep neural networks
MITCBMM
Download
7
Learning in recurrent neural networks
MITCBMM
Download
8
Bayesian methods: brain and cognitive perspectives
MITCBMM
Download
9
A Tutorial Review of Functional Connectivity Analysis Methods and Their Interpretational Pitfalls
MITCBMM
Download
10
Working on the OpenMind Computing Cluster
MITCBMM
Download
11
Singularity on OpenMind
MITCBMM
Download
12
An Introduction to Spike Sorting
MITCBMM
Download
13
An Introduction to LSTMs in Tensorflow
MITCBMM
Download
14
Computational Tutorial: Better Science Code
MITCBMM
Download
15
Reinforcement Learning
MITCBMM
Download
16
Calcium Imaging Data Cell Extraction
MITCBMM
Download
17
Dimensionality Reduction for Matrix- and Tensor-Coded Data [Part 1]
MITCBMM
Download
18
Dimensionality Reduction for Matrix- and Tensor-Coded Data [Part 2]
MITCBMM
Download
19
Unsupervised discovery of temporal sequences in high-dimensional datasets
MITCBMM
Download
20
Bayesian Inference in Generative Models
MITCBMM
Download
21
Neural decoding of spike trains and local field potentials with machine learning in python
MITCBMM
Download
22
Principles and applications of relational inductive biases in deep learning
MITCBMM
Download
23
Decoding Animal Behavior Through Pose Tracking
MITCBMM
Download
24
Adversarial examples and human-ML alignment
MITCBMM
Download
25
Using Lookit to run developmental studies online
MITCBMM
Download
26
Nonlinear Dimensionality Reduction
MITCBMM
Download
27
Linear Analysis of RNN Dynamics
MITCBMM
Download
28
Exiting flatland: measuring, modeling, and synthesizing animal behavior in 3D
MITCBMM
Download
29
Learning what we know and knowing what we learn: Gaussian process priors for neural data analysis
MITCBMM
Download
30
suite2P: a fast and accurate pipeline for automatically processing functional imaging recordings
MITCBMM
Download
31
Tutorial: Recurrent neural networks for cognitive neuroscience
MITCBMM
Download
32
Continuous-time deconvolutional regression: A method for studying continuous dynamics in naturali...
MITCBMM
Download
33
ThreeDWorld (TDW) Tutorial
MITCBMM
Download
34
GLMsingle: a toolbox for improving single-trial fMRI response estimates
MITCBMM
Download
35
Tutorial on Statistical Inference On Representational Geometries
MITCBMM
Download
36
Cell Type-Specific Transcriptomics
MITCBMM
Download
37
Diffusion and Score-Based Generative Models
MITCBMM
Download
38
FindingFive: An online, non-profit platform for behavioral research
MITCBMM
Download
39
Building and Training Deep Learning Models in PyTorch
MITCBMM
Download