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awesome-neuroscience

by analyticalmonk

awesome listpushed almost 2 years ago

A curated list of awesome neuroscience libraries, software and any content related to the domain.

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Neuroscience toolkit

A curated collection of software and libraries for neuroscience research and development.

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View on GitHubwww.akashtandon.in/awesome-neuroscience

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What's in the list

56 links in 11 sections, with live GitHub stats.activeno commit in 2y

Programming / Python

  • Nengo

    Library for creating and simulating large-scale brain models

  • Nitime

    Timeseries analysis for neuroscience data

  • Nilearn

    Module for performing statistical learning/machine learning on NeuroImaging data

  • DIPY

    Toolbox for analysis of MR diffusion imaging

  • MNE-Python

    Community-driven software for processing time-resolved neural signals including electroencephalography (EEG) and magnetoencephalography (MEG)

  • NiBabel

    Provides read and write access to some common medical and neuroimaging file formats

  • PsychoPy

    Package for running psychology and neuroscience experiments. It allows for creating psychology stimuli in Python

  • NuPic

    Numenta Platform for Intelligent Computing is an implementation of Hierarchical Temporal Memory (HTM), a theory of intelligence based strictly on the neuroscience of the neocortex

  • Brian2

    Free, open source simulator for spiking neural networks

  • expyriment

    Platform-independent lightweight Python library for designing and conducting timing-critical behavioural and neuroimaging experiments

  • BindsNET

    Package for simulating spiking neural networks for reinforcement & machine learning

  • SpikeInterface

    Framework designed to unify spike-sorting technologies

  • NiMARE

    NiMARE is a Python package for neuroimaging meta-analyses

Programming / Matlab

  • Brain Dynamics Toolbox

    Open software for simulating dynamical systems in neuroscience

  • BrainStorm

    Open-source application dedicated to the analysis of brain recordings (MEG, EEG, fNIRS, ECoG, depth electrodes and multiunit electrophysiology)

  • EEGLAB

    Interactive Matlab toolbox for processing continuous and event-related EEG, MEG and other electrophysiological data

  • FieldTrip

    Toolbox for MEG and EEG analysis

  • Psychtoolbox-3

    Free set of Matlab and GNU Octave functions for vision and neuroscience research

  • SPM

    Free and open source software for the analysis of brain imaging data sequences (fMRI, PET, SPECT, EEG, MEG)

Programming / C++

  • Brayns

    Minimalistic visualiser that can perform ray-traced rendering of neurons. Ray-tracing can help to highlight areas of neural circuits where cells touch each other and where synapses are being created leading to a better understanding of how individual cells and subsequently the brain functions

Programming / JavaScript

  • Brainbrowser

    Library exposing set of web-based 3D visualization tools primarily targetting neuroimaging

  • jsPsych

    Library for creating and running behavioural experiments in a web browser

Programming / R

  • nat: NeuroAnatomy Toolbox

    Package for the (3D) visualisation and analysis of biological image data, especially tracings of single neurons

  • brainGraph

    Package for performing graph theory analyses of brain MRI data

Ebooks

  • Neuroscience Online

    Open-access electronic textbook and interactive courseware covering neuroscience in depth. Provided by the Department of Neurobiology and Anantomy at the University of Texas Medical School at Houston

  • Computational Cognitive Neuroscience

    Text which provides an in-depth introduction to the main ideas in the computational cognitive neuroscience, a field which aims to understand the brain by using biologically based computational models

  • Neuronal Dynamics

    Open-access electronic textbook that covers computational and theoretical neuroscience. Provided by École Polytechnique Fédérale de Lausanne (EPFL)

  • Andy's Brain Book

    Book companion to . Provides an introduction to working in a Unix environment, fMRI analysis, and commonplace neuroimaging tools and topics

  • NiPraxis

    Textbook for the , covers fundamental concepts in neuroimaging analysis and how they relate to the wider world of statistics, engineering and computer science. Learn how to work with data and code to get a deeper understanding of how fMRI methods work, how they can fail, how to fix them, and how to develop new methods

Blogs

  • Neuroskeptic

    's neuroscience blog which offers a look at the latest developments in neuroscience, psychiatry and psychology through a critical lens

  • The Neurocritic

    Often critical takes on the most sensationalistic recent findings in Human Brain Imaging, Cognitive Neuroscience, and Psychopharmacology

  • The scicurious brain

    Maintained by , this blog typically covers one research paper in a single entry

  • Action Potential

    Forum operated by neuroscience editors at the journal, Nature

  • Andy's Brain Blog

    A large collection of articles, tutorials, and videos, covering many of the popular neuroimaging tools and methods

MOOCs

  • The Fundamentals of Neuroscience | Harvard & edX

    Serves an introductory survery of topics in neuroscience and has no specific prerequisites, though some prior exposure to biology and/or chemistry can be helpful

  • Introduction to Neuroscience | MIT OCW

    Introduction to the mammalian nervous system, with emphasis on the structure and function of the human brain

  • Computational Neuroscience | Coursera

    Provides an introduction to basic computational methods for understanding what nervous systems do and for determining how they function

  • Medical Neuroscience

    Explores the functional organization and neurophysiology of the human central nervous system, while providing a neurobiological framework for understanding human behavior

  • Neuromatch Academy

    Jupyter notebooks for the three-week intensive summer school in computational neuroscience

Communities

  • Quora

    Neuroscience topic on Quora contains answers, often by experts, to questions ranging from basic to advanced

  • Reddit

    List of neuroscience, psychology and cognitive science subreddits

  • StackExchange

    Psychology and neuroscience StackExchange site

  • [email protected]

    A list for discussion of neuroimaging analysis in Python. Among other things, this list is home to discussions concerning projects (including NiBabel, Nilearn, dipy, MNE-Python, and more)

Newsletters

  • On The Brain

    Harvard Mahoney Neuroscience Institute's quarterly e-newsletter

  • Comp-neuro

    A mailing list that is is intended to address the broad range of research approaches and issues involved in the general field of computational neuroscience

  • BrainPost

    A mailing list that delivers weekly easy-to-read summaries of the latest neuroscience publications

Miscellaneous

  • Awesome Public Datasets - Neuroscience

    High-quality open neuroscience datasets

  • McCulloch & Pitts Neural Net Simulator

    Simulator for a historical computational model based on neurons

  • ModelDB

    Searchable database for computational neuroscience models

  • NeuronDB

    Searchable database for of three types of neuronal properties: voltage gated conductances, neurotransmitter receptors, and neurotransmitter substances

  • NeuroElectro

    Searchable database of neurons and their electrophysiological properties (extracted from literature)

  • Neuroscience Mindmap

    Interactive mindmap containing curated resources for anyone interested in learning neuroscience

  • neuroSummerSchools

    List of summer (and seasonal) summer schools in neuroscience and related fields

  • Brain Matters

    Neuroscience podcast where real neuroscientists sit down and talk about the brain

  • NeuroHackademy

    Summer school in neuroimaging and data science, held at the University of Washington eScience Institute. Lectures are available through the institute's

  • SORTED

    SORTED: a list of interesting science ideas and links (cognitive/neuro & data science)

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