PyMVPA is a Python package intended to ease statistical learning analyses of large datasets.
BioSPPY a toolbox for biosignal processing written in Python.
BCIkit. Toolkit and workbench for BCI software development, for Python.
OpenNFB. A Neurofeedback software approach based on Python and Qt5/pyqtgraph It is ment for programmers, because it does not try to provide a visual programming language, like BrainBay/BioEra/BioExplorer, so it is only sutable for those who do not fear source code and the command line.
MNE.Open-source Python software for exploring, visualizing, and analyzing human neurophysiological data: MEG, EEG, sEEG, ECoG, and more.
EEGrunt. A Collection Python EEG (+ ECG) Analysis Utilities for OpenBCI and Muse.
Wyrm is a Brain Computer Interface (BCI) toolbox written in Python. Wyrm is suitable for running on-line BCI experiments as well as off-line analysis of EEG data.
Mushu is a free and open-source Brain Computer Interface (BCI) signal acquisition software written in Python.
Thunder. Scalable analysis of images and time series.
oyff. BCI Feedback Framework in Python.
https://github.com/NeuroTechX/eeg-notebooks. A collection of classic EEG experiments implemented in Python and Jupyter notebooks. This repo is a work in progress with the goal of making it easy to perform classical EEG experiments and automatically analyze data.
pyRiemann is a python package for covariance matrices manipulation and classification through riemannian geometry.
Expyriment is an open-source and platform-independent lightweight Python library for designing and conducting timing-critical behavioral and neuroimaging experiments.
Brian is a free, open source simulator for spiking neural networks.
PsychoPy is an free cross-platform package allowing you run a wide range of in the behavioral sciences (neuroscience, psychology, psychophysics, linguistics.
Nitime is a library for time-series analysis of data from neuroscience experiments.
Nengo is a Python library for building and simulating large-scale neural models.
https://github.com/meagmohit/EEG-Datasets. A list of all public EEG-datasets.
Here is a list of publicly available brain signals data
EEG / ERP data available for free public download
A list of all public EEG-datasets
OpenNEURO. A free and open platform for sharing MRI, MEG, EEG, iEEG, and ECoG data.
Meditation-EEG-Data. Two data files of EEG recordings, one meditation and one baseline.
Synchronized Brainwave Dataset. Brainwave recordings from a group presented with a shared audio-visual stimulus.
EEG Analysis. Sleep Pattern detection.
Collaborative Research in Computational Neuroscience
Review of the BCI competition IV. The BCI competition IV stands in the tradition of prior BCI competitions that aim to provide high quality neuroscientific data for open access to the scientific community. As experienced already in prior competitions not only scientists from the narrow field of BCI compete, but scholars with a broad variety of backgrounds and nationalities. They include high specialists as well as students. The goals of all BCI competitions have always been to challenge with respect to novel paradigms and complex data. We report on the following challenges: (1) asynchronous data, (2) synthetic, (3) multi-class continuous data, (4) session-to-session transfer, (5) directionally modulated MEG, (6) finger movements recorded by ECoG. As after past competitions, our hope is that winning entries may enhance the analysis methods of future BCIs.
Grasp-and-Lift EEG Detection. Identify hand motions from EEG recordings.
BCI Challenge @ NER 2015. The goal of the competition is to detect errors during the spelling task, given the subject's brain waves.
DecMeg2014 - Decoding the Human Brain. Predict visual stimuli from MEG recordings of human brain activity.
American Epilepsy Society Seizure Prediction Challenge. Predict seizures in intracranial EEG recordings.
UPenn and Mayo Clinic's Seizure Detection Challenge. Detect seizures in intracranial EEG recordings.
Human Brain Project aims to put in place a cutting-edge research infrastructure that will allow scientific and industrial researchers to advance our knowledge in the fields of neuroscience, computing, and brain-related medicine.
NeuroTechX is a non-profit organization whose mission is to facilitate the advancement of neurotechnology by providing key resources and learning opportunities, and by being leaders in local and worldwide technological initiatives.
Neuroanatomy. Group of neuroanatomy.
OpenEEG project is about making plans and software for do-it-yourself EEG devices available for free (as in GPL). It is aimed toward amateurs who would like to experiment with EEG.
EEG Study Schema (ESS) and related tools makes it easier for researcher in the field of EEG/BCI to package, share and automatize the analysis workflow of their study data.
NeuroBB the EEG, BCI, and neurofeedback discussion forum.
NEUROECONOMICS LAB The central goal of the laboratory for economics, psychology and neuroscience of decision is to develop and advance interdisciplinary models of human choice.
Centre for Cognition & Decision Making
Wu Tsai Neurosciences Institute
The Neuroscience Information Framework is a dynamic inventory of Web-based neuroscience resources: data, materials, and tools accessible via any computer connected to the Internet.
OpenBCI. Open Source Brain-Computer Interfaces.
Icibici is a hardware / software platform born with the intention of Developing an EEG under £20.
Emotiv. Gather, analyze, and experiment with brain data through our portable and accessible brain measuring solutions.
Neurosky enables the most insightful biometrics in mobile and wearable devices.
Muse translates your mental activity into the guiding sounds of weather to help you find focused calm.
Wearable Sensing. DSI Series Dry EEG Headsets.
BCIsystems.A BCI provides a new communication channel between the human brain and a computer.
Philips Neuro's Commitment to Research.
ANTnero.Complete solutions for clinical Neurodiagnostics & Neuroscience research
Puzzlebox Telekinesis Custom-fit EEG headsets suitable for steering machines, playing videos games, and typing messages with brainwaves
Mindflex is a toy by Mattel which apparently uses brain waves to steer a ball through an obstacle course. The brain waves are captured with the enclosed EEG headset, which allows the user to control an air stream with their concentration, thus lifting or lowering the delicate foam ball.
Aurora has built decades of research into an easy to use sleep monitor. Whether your goal is to get better sleep, tap into dreams, or design new brainwave experiments, Aurora and it’s accompanying mobile and desktop apps are here to help.
gtec.at develops and produces high-performance brain-computer interfaces and neurotechnologies for invasive and non-invasive recordings.
The NeuroGeneration. In The NeuroGeneration, award-winning inventor Tan Le explores exciting advancements in brain science and neurotechnology that are revolutionizing the way we think, work, and heal.
BEYOND BOUNDARIES.In this stunning and inspiring work, Duke University neuroscientist Miguel Nicolelis shares his revolutionary insights into how the brain creates thought and the human sense of self―and how this might be augmented by machines, so that the entire universe will be within our reach.
Brain-Computer Interfacing: An Introduction. Textbook for upper- level undergraduate and first year graduate courses in neural engineering or brain- computer interfacing for students from a wide range of disciplines.
Brain-Computer Interfaces: Principles and Practice.This book is intended to provide an introduction to and summary of essentially all major aspects of BCI research and development.
Analyzing Neural Time Series Data. A comprehensive guide to the conceptual, mathematical, and implementational aspects of analyzing electrical brain signals, including data from MEG, EEG, and LFP recordings.
Imaging Brain Function With EEG. Advanced Temporal and Spatial Analysis of Electroencephalographic Signals.
MATLAB for Neuroscientists: An Introduction to Scientific Computing in MATLAB 2nd Edition serves as the only complete study manual and teaching resource for MATLAB, the globally accepted standard for scientific computing, in the neurosciences and psychology.
Quantitative EEG, Event-Related Potentials and Neurotherapy. The volume provides detailed description of the various EEG rhythms and ERPs, the conventional analytic methods such as spectral analysis, and the emerging method utilizing QEEG and ERPs.
EEG Technology. In a period when other methods of investigating brain disorders have been developing fast, notably the computerized axial tomograph, the EEG remains supreme as the window through which the functioning brain is observed.
Introduction to Quantitative EEG and Neurofeedback: Advanced Theory and Applications. The study of Quantitative EEGs and Neurofeedback offer a window into brain physiology and function via computer and statistical analyses, suggesting innovative approaches to the improvement of attention, anxiety, mood and behavior.
Electric Fields of the Brain: The Neurophysics of EEG
Practical Guide for Clinical Neurophysiologic Testing: EEG. This book will be a standard text and reference for technologists, neurology residents, and clinical neurophysiology fellows.
Primer of EEG: With A Mini-Atlas. This practical handbook covers all the key aspects of EEG interpretation.
Practical Approach to Electroencephalography
Niedermeyer's Electroencephalography: Basic Principles, Clinical Applications, and Related Fields.
Analyzing Neural Time Series Data: Theory and Practice.This book offers a comprehensive guide to the theory and practice of analyzing electrical brain signals.
NeuroSky Android SDK. Android SDK for the NeuroSky MindWave Mobile Brainwave Sensing Headset
Neuralcubes Tech Demo. This technical demo consists of an Android app which allows the user to control a Sphero Robot by simply using a Muse headband's EEG electrodes and accelerometers.
EEG101. Interactive neuroscience tutorial app using Muse and React Native to teach EEG and BCI basics.
OpenViBE. Software for BCI.
Brainstorm is a collaborative, open-source application dedicated to the analysis of brain recordings: MEG, EEG, fNIRS, ECoG, depth electrodes and animal invasive neurophysiology.
Brainwave Analyzer. Program to import raw brainwaves, and using FFT and Frequency Index calculate various bands of brainwaves.
Introduction To Modern Brain-Computer Interface Design
CS198-96: Intro to Neurotechnology @ UC Berkeley
Signals and Systems is an introduction to analog and digital signal processing, a topic that forms an integral part of engineering systems in many diverse areas, including seismic data processing, communications, speech processing, image processing, defense electronics, consumer electronics, and consumer products.
Data analysis lecturelets by Mike X Cohen.This site contains a growing number of videos in which the mechanics and implementations of time-frequency-based data analyses of neural time series data are explained.
Medical Neuroscience explores the functional organization and neurophysiology of the human central nervous system, while providing a neurobiological framework for understanding human behavior.
BCI workshop - NeuroTechTO.This workshop is intended for people with no or limited experience with Brain-Computer Interfaces (BCIs).
Neuromarketing. This course will provide you with an introduction to some of the most basic methods in the emerging fields of consumer neuroscience and neuromarketing.
Drugs and the brain.The neuroscience of drugs for therapy, for prevention, and for recreation.
Medical Neuroscience. Medical Neuroscience explores the functional organization and neurophysiology of the human central nervous system, while providing a neurobiological framework for understanding human behavior.
Understanding the Brain: The Neurobiology of Everyday Life. Learn how the nervous system produces behavior, how we use our brain every day, and how neuroscience can explain the common problems afflicting people today.
Fundamental Neuroscience for Neuroimaging
Advanced Neurobiology I. Through this course, you'll have a comprehensive understanding of basic neuroanatomy, electral signal transduction, movement and several diseases in the nervous system.
Computational Neuroscience. This course provides an introduction to basic computational methods for understanding what nervous systems do and for determining how they function.
Learn Medical Neuroscience. Resources to support your Learning in Medical Neuroscience.
EEGEdu. This tutorial will help you learn about how neurons produce electrical activity we can measure.
Complete neural signal processing and analysis: Zero to hero. Learn signal processing and statistics using brain electrical data with expert instruction and code challenges in MATLAB.
Introduction to Neuroscience. This course is an introduction to the mammalian nervous system, with emphasis on the structure and function of the human brain. Topics include the function of nerve cells, sensory systems, control of movement, learning and memory, and diseases of the brain.