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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 | ||
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on: | ||
# Runs on pushes targeting the default branch | ||
push: | ||
branches: ["main"] | ||
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# Allows you to run this workflow manually from the Actions tab | ||
workflow_dispatch: | ||
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# Sets permissions of the GITHUB_TOKEN to allow deployment to GitHub Pages | ||
permissions: | ||
contents: read | ||
pages: write | ||
id-token: write | ||
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# 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 | ||
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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 | ||
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# 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 |
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book/ |
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[book] | ||
authors = ["Jonathan Woollett-Light", "Michael Royal "] | ||
language = "en" | ||
multilingual = false | ||
src = "src" | ||
title = "Neuromorphic Computing Guide" |
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# Summary | ||
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- [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) |
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<!-- <img style="max-height:300px;" src="https://user-images.githubusercontent.com/45159366/135770914-155e462b-3ad3-4ca6-be97-505e7b0bc201.png"> --> | ||
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<!-- <img style="max-height:300px;" src="https://user-images.githubusercontent.com/45159366/135770894-8f07e3db-59f8-44cd-9105-cee2885aef8f.png"> --> | ||
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# Getting Started with Neuromorphic Computing | ||
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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. | ||
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<p align="center"><img style="max-height:300px;" src="https://user-images.githubusercontent.com/45159366/192233734-905ff1fe-3e5e-4c50-ac5b-fd2cc68ae77d.png"></p> | ||
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Intel Loihi 2, its second-generation neuromorphic research chip. | ||
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<p align="center"><img style="max-height:300px;" src="https://user-images.githubusercontent.com/45159366/192233740-d6b7704e-2aad-4f66-b8ee-4b35d606dc0c.png"></p> | ||
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The Akida Neuromorphic System-on-Chip (NSoC) developed by BrainChip. | ||
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## Developer Resources | ||
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- [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/) | ||
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### Online Training Courses | ||
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- [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) | ||
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### Books | ||
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- [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) | ||
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### YouTube videos | ||
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- [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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