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60 changes: 60 additions & 0 deletions .github/workflows/mdbook.yml
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# Sample workflow for building and deploying a mdBook site to GitHub Pages
#
# To get started with mdBook see: https://rust-lang.github.io/mdBook/index.html
#
name: Deploy mdBook site to Pages

on:
# Runs on pushes targeting the default branch
push:
branches: ["main"]

# Allows you to run this workflow manually from the Actions tab
workflow_dispatch:

# Sets permissions of the GITHUB_TOKEN to allow deployment to GitHub Pages
permissions:
contents: read
pages: write
id-token: write

# Allow only one concurrent deployment, skipping runs queued between the run in-progress and latest queued.
# However, do NOT cancel in-progress runs as we want to allow these production deployments to complete.
concurrency:
group: "pages"
cancel-in-progress: false

jobs:
# Build job
build:
runs-on: ubuntu-latest
env:
MDBOOK_VERSION: 0.4.36
steps:
- uses: actions/checkout@v4
- name: Install mdBook
run: |
curl --proto '=https' --tlsv1.2 https://sh.rustup.rs -sSf -y | sh
rustup update
cargo install --version ${MDBOOK_VERSION} mdbook
- name: Setup Pages
id: pages
uses: actions/configure-pages@v5
- name: Build with mdBook
run: mdbook build
- name: Upload artifact
uses: actions/upload-pages-artifact@v3
with:
path: ./book

# Deployment job
deploy:
environment:
name: github-pages
url: ${{ steps.deployment.outputs.page_url }}
runs-on: ubuntu-latest
needs: build
steps:
- name: Deploy to GitHub Pages
id: deployment
uses: actions/deploy-pages@v4
1 change: 1 addition & 0 deletions .gitignore
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book/
3 changes: 0 additions & 3 deletions Getting started with Neuomporhic Computing.py

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1,854 changes: 4 additions & 1,850 deletions README.md

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6 changes: 6 additions & 0 deletions book.toml
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[book]
authors = ["Jonathan Woollett-Light", "Michael Royal "]
language = "en"
multilingual = false
src = "src"
title = "Neuromorphic Computing Guide"
18 changes: 18 additions & 0 deletions src/SUMMARY.md
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# Summary

- [Getting Started with Neuromorphic Computing](./chapter_0.md)
- [Neuromorphic Computing Tools, Libraries, and Frameworks](./chapter_1.md)
- [Algorithms](./chapter_2.md)
- [Machine Learning](./chapter_3.md)
- [Deep Learning Development](./chapter_4.md)
- [Reinforcement Learning Development](./chapter_5.md)
- [Computer Vision Development](./chapter_6.md)
- [NLP Development](./chapter_7.md)
- [Bioinformatics](./chapter_8.md)
- [Robotics Development](./chapter_9.md)
- [Electric charge, field, and potential](./chapter_10.md)
- [Electromagnetic waves and interference](./chapter_11.md)
- [CUDA Development](./chapter_12.md)
- [MATLAB Development](./chapter_13.md)
- [Python Development](./chapter_14.md)
- [C/C++ Development](./chapter_15.md)
67 changes: 67 additions & 0 deletions src/chapter_0.md
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<!-- <img style="max-height:300px;" src="https://user-images.githubusercontent.com/45159366/135770914-155e462b-3ad3-4ca6-be97-505e7b0bc201.png"> -->

<!-- <img style="max-height:300px;" src="https://user-images.githubusercontent.com/45159366/135770894-8f07e3db-59f8-44cd-9105-cee2885aef8f.png"> -->

# Getting Started with Neuromorphic Computing

Neuromorphic Computing is the use of very large scale integration (VLSI) systems containing electronic analog circuits to simulate the neuro-biological architectures present in the human brain ad nervous system.

<p align="center"><img style="max-height:300px;" src="https://user-images.githubusercontent.com/45159366/192233734-905ff1fe-3e5e-4c50-ac5b-fd2cc68ae77d.png"></p>

Intel Loihi 2, its second-generation neuromorphic research chip.

<p align="center"><img style="max-height:300px;" src="https://user-images.githubusercontent.com/45159366/192233740-d6b7704e-2aad-4f66-b8ee-4b35d606dc0c.png"></p>

The Akida Neuromorphic System-on-Chip (NSoC) developed by BrainChip.

## Developer Resources

- [Neuromorphic Computing - Next Generation of AI | Intel](https://www.intel.com/content/www/us/en/research/neuromorphic-computing.html)
- [Next-Level Neuromorphic Computing: Intel Lab's Loihi 2 Chip | Intel](https://www.intel.com/content/www/us/en/research/neuromorphic-computing-loihi-2-technology-brief.html)
- [Neuromorphic Computing | NIST](https://www.nist.gov/programs-projects/neuromorphic-computing)
- [Programming and Usability of Neuromorphic Computing | ORNL](https://www.ornl.gov/division/csmd/projects/programming-and-usability-neuromorphic-computing)
- [Neuromorphic Computing | EBRAINS Research Infrastructure](https://ebrains.eu/service/neuromorphic-computing/)
- [Neuromorphic devices & systems | IBM Research Zurich](https://www.zurich.ibm.com/st/neuromorphic/)
- [Light-Emitting Artificial Synapses for Neuromorphic Computing (Research Paper PDF)](https://spj.sciencemag.org/journals/research/2022/9786023/)

### Online Training Courses

- [Top Computational Neuroscience Courses Online | Coursera](https://www.coursera.org/courses?query=computational%20neuroscience)
- [Computational Neuroscience Course Online | Coursera](https://www.coursera.org/learn/computational-neuroscience)
- [Computational Neuroscience: Neuronal Dynamics of Cognition Course Online | edX](https://www.edx.org/course/computational-neuroscience-neuronal-dynamics-of-co)
- [Fundamentals of Neuroscience, Part 1: The Electrical Properties of the Neuron | Harvard Online Learning](https://online-learning.harvard.edu/course/fundamentals-neuroscience-part-1-electrical-properties-neuron?delta=2)
- [Fundamentals of Neuroscience, Part 2: Neurons and Networks | Harvard Online Learning](https://online-learning.harvard.edu/course/fundamentals-neuroscience-part-2-neurons-and-networks?delta=2)
- [Fundamentals of Neuroscience, Part 3: The Brain | Harvard Online Learning](https://online-learning.harvard.edu/course/fundamentals-neuroscience-part-3-brain?delta=2)
- [Introduction to Computational Neuroscience | MIT OpenCourseWare](https://ocw.mit.edu/courses/brain-and-cognitive-sciences/9-29j-introduction-to-computational-neuroscience-spring-2004/)
- [Brain and Cognitive Sciences Online Course | MIT OpenCourseWare](https://ocw.mit.edu/courses/brain-and-cognitive-sciences/)
- [Getting Started with PyTorch](https://pytorch.org/get-started/locally/)
- [Top Pytorch Courses Online | Coursera](https://www.coursera.org/courses?query=pytorch&page=1)
- [Top Pytorch Courses Online | Udemy](https://www.udemy.com/topic/PyTorch/)
- [Learn PyTorch with Online Courses and Classes | edX](https://www.edx.org/learn/pytorch)
- [Intro to Deep Learning with PyTorch | Udacity](https://www.udacity.com/course/deep-learning-pytorch--ud188)
- [PyTorch on Azure - Deep Learning with PyTorch | Microsoft Azure](https://azure.microsoft.com/en-us/develop/pytorch/)
- [Deep Learning with PyTorch | Amazon Web Services (AWS)](https://aws.amazon.com/pytorch/)
- [Getting started with PyTorch on Google Cloud](https://cloud.google.com/ai-platform/training/docs/getting-started-pytorch)

### Books

- [Neuromorphic Computing Principles and Organization by Abderazek Ben Abdallah and Khanh N. Dang](https://www.amazon.com/Neuromorphic-Computing-Principles-Organization-Abderazek-ebook-dp-B0B2VWTBJH/dp/B0B2VWTBJH/ref=mt_other?_encoding=UTF8&me=&qid=1664159825)
- [Neuromorphic Computing and Beyond: Parallel, Approximation, Near Memory, and Quantum by Khaled Salah Mohamed](https://www.amazon.com/Neuromorphic-Computing-Beyond-Parallel-Approximation/dp/3030372235)
- [Neuromorphic Engineering: The Scientist's, Algorithm Designer's, and Computer Architect's Perspectives on Brain-Inspired Computing by Elishai Ezra Tsur](https://www.amazon.com/Neuromorphic-Engineering-Scientists-Perspectives-Brain-Inspired/dp/036767680X/ref=sr_1_3?crid=1Q98YGBP8R3T5&keywords=Neuromorphic+Computing&qid=1664159919&qu=eyJxc2MiOiIzLjk0IiwicXNhIjoiMy42NSIsInFzcCI6IjIuNzUifQ%3D%3D&refinements=p_72%3A1250221011&rnid=1250219011&s=books&sprefix=neuromorphic+computing%2Cstripbooks%2C329&sr=1-3)
- [Memristors for Neuromorphic Circuits and Artificial Intelligence Applications by Jordi Suñé](https://www.amazon.com/Memristors-Neuromorphic-Artificial-Intelligence-Applications/dp/3039285769/ref=sr_1_2?crid=1Q98YGBP8R3T5&keywords=Neuromorphic+Computing&qid=1664159919&qu=eyJxc2MiOiIzLjk0IiwicXNhIjoiMy42NSIsInFzcCI6IjIuNzUifQ%3D%3D&refinements=p_72%3A1250221011&rnid=1250219011&s=books&sprefix=neuromorphic+computing%2Cstripbooks%2C329&sr=1-2)
- [Learning in Energy-Efficient Neuromorphic Computing: Algorithm and Architecture Co-Design by Nan Zheng, Pinaki Mazumder](https://www.google.com/books/edition/Learning_in_Energy_Efficient_Neuromorphi/IvC0DwAAQBAJ?hl=en&gbpv=0)
- [Neuromorphic Devices for Brain-inspired Computing: Artificial Intelligence, Perception, and Robotics by Qing Wan, Yi Shi](https://www.google.com/books/edition/Neuromorphic_Devices_for_Brain_inspired/GLtREAAAQBAJ?hl=en&gbpv=0)
- [Understanding and Bridging the Gap between Neuromorphic Computing and Machine Learning by Huajin Tang, Kaushik Roy, Lei Deng](https://www.google.com/books/edition/Understanding_and_Bridging_the_Gap_betwe/mrIsEAAAQBAJ?hl=en&gbpv=0)
- [Photo-Electroactive Non-Volatile Memories for Data Storage and Neuromorphic Computing by Ye Zhou, Suting Han](https://www.google.com/books/edition/Photo_Electroactive_Non_Volatile_Memorie/03rnDwAAQBAJ?hl=en)
- [Neuromorphic Photonics by Bhavin J. Shastri, Paul R. Prucnal](https://www.google.com/books/edition/Neuromorphic_Photonics/VbvODgAAQBAJ?hl=en&gbpv=0)

### YouTube videos

- [Neuromorphic Computing Explained | Jeffrey Shainline and Lex Fridman](https://www.youtube.com/watch?v=u22-2CTErIQ)
- [Brains Behind the Brains: Mike Davies and Neuromorphic Computing at Intel Labs | Intel](https://www.youtube.com/watch?v=GN3eSMoJcM8)
- [How Neuromorphic Computing Uses the Human Brain as a Model | Intel Labs](https://www.youtube.com/watch?v=Z1GdHNwQtt4)
- [ESWEEK 2021 Education - Introduction to Neuromorphic Computing](https://www.youtube.com/watch?v=gzD3ygkoJKE)
- [Stanford Seminar: Neuromorphic Chips: Addressing the Nanostransistor Challenge](https://www.youtube.com/watch?v=vHlbC74RJGU)
- [Brain-Like (Neuromorphic) Computing - Computerphile](https://www.youtube.com/watch?v=Qow8pIvExH4)
- [Photonic Neuromorphic Computing: The Future of AI? | ExplainingComputers ](https://www.youtube.com/watch?v=hBFLeQlG2og)
- [Machine learning + neuroscience = biologically feasible computing | Benjamin Migliori | TEDxSanDiego](https://www.youtube.com/watch?v=iPdKMs9cEAs)
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