A collection of online education material on neuromorphic technology

michael
Michael Schmuker ·
Nov 2nd
A collection of online education material on neuromorphic technology

One of our goals in the NEUROTECH initiative is to collect a list of online material available for training and general know how on neuromorphic engineering. This source of information is to be though of as a "living page" that will receive updates as we locate new material. So check back regularly!

The list is divided into different categories, depending on the type of material that is available. The majority of links are dedicated to talks at conferences and series of talks at specific events dedicated to neuromorphic computing. The academic courses and master programs that are related to neuromorphic engineering are listed in a separate section.

Each item is tagged with the type of material (talk, lecture, academic course) and content (computation, HW, SW, tools, memristive devices, etc.).

The NEUROTECH consortium is considering investing effort in producing teaching material to make available online. A first attempt will be done at the Cognitive Neuromorphic Engineering Capo Caccia Workshop in April-May 2020, where we plan to record the tutorials that are held during the first two days.

Talks and videos

Analog Computing and Neural Networks by Giacomo Indiveri
G. Indiveri – introduction on neuromorphic – Future of computing 2018
Tags: Talk, Computation, HW

D. Ielmini - Neuromorphic computing with emerging memory devices
Tags: Talk, Computation, Memristive devices

https://www.youtube.com/watch?v=-liNRDShb5g
J.Yang
Tags: Talk, Computation, Memristive devices

Stanford Seminar: Neuromorphic Chips: Addressing the Nanostransistor Challenge
Tags:

Romain Brette - Brian for neuromorphic computing
Tags: Talk, Computation, SW tools

Wei Lu - A Bio-inspired Neuromorphic Chip for Efficient Computing and Bio-interface
Tags: Talk, Application, Biomedical

Emulating cortical circuits for building neuromorphic cognitive agents
Giacomo Indiveri - Future of Computing 2018
Tags: Talk, Computation, HW

BrainInspired19 - Julie Grollier: Spintronic Neuromorphic Nano-Oscillators!
Tags: Talk, Spintronic

Introduction to Neuromorphic computing
Tags: Talk, Computation, HW

KarlHeinz Meier – Neuromorphic Computing. Architectures and Applications
(see also the HBP neuromorphic computing platforms guidebook)
Tags: Talk, Computation, HW

K. Roi, A. Sengupta – magnetic tunnel junctions as stochastic Neurons and Synapses
Tags: Talk, HW

University Courses

Bielefeld University:

https://cit-ec.de/en/nbs/teaching

Tags: Academic Course, Computation, HW

UZH – ETHZ:

Neuromorphic engineering I

Neuromorphic engineering II

UZH - Online lecture slides Neuromorphic engineering I

UZH - Online lecture slides Neuromorphic engineering II

Tags: Academic Course, Computation, HW

University of Heidelberg

Brain Inspired Computing

Tags: Academic Course, Computation, HW

University of Oslo

Neuromorphic electronics

Tags: Academic Course, Computation, HW

University of Sevilla

Microelectronics (bioinspired processing, neuromorphic and fuzzy systems)

Tags: Master Program, Computation, HW

Talk series:

Neuro Inspired Computational Elements Workshop (NICE)
Tags: Talk, Computation, HW

ICRA2017 Workshop on event-based vision
Tags: Talk, Vision, Robotics

CVPR2019 & ICCV2019 workshops on event-based cameras
Tags: Talk, Vision, Robotics

SPICE – Spintronics meets Neuromorphics 2018
Tags: Talk, Spintronics

NeurotechX webminar series
Tags: Talk, Computation