steven2358/awesome-blockchain-ai

Decentralized Systems 5 months ago 475

A curated list of Blockchain projects for Artificial Intelligence and Machine Learning

Dec 20th - Dec 26th, 2021

Deadpool

Decentralized Machine Learning - DML aims to create a blockchain-based decentralized machine learning protocol and ecosystem.

Computable - A decentralized data marketplace for artificial intelligence applications.

Oct 25th - Oct 31st, 2021

Academic Research

Proof of Learning - Lan, Y., Liu, Y., & Li, B. (2020). Proof of Learning (PoLe): Empowering Machine Learning with Consensus Building on Blockchains. arXiv preprint arXiv:2007.15145.

Decentralized and Collaborative AI on Blockchain - Harris, J. D., & Waggoner, B. (2019, July). Decentralized and collaborative AI on blockchain. In 2019 IEEE International Conference on Blockchain (Blockchain) (pp. 368-375). IEEE.

Decentralized and Collaborative AI on Blockchain - Harris, J. D. (2020, September). Analysis of Models for Decentralized and Collaborative AI on Blockchain. In International Conference on Blockchain (pp. 142-153). Springer, Cham.

Blockchains for AI algorithms

Fetch.ai - Fetch.ai is a decentralized machine learning platform based on a distributed ledger, that enables secure sharing, connection and transactions based on any data globally.

Oct 11th - Oct 17th, 2021

Academic Research

Coin.AI - Baldominos, A., & Saez, Y. (2019). Coin.AI: A proof-of-useful-work scheme for blockchain-based distributed deep learning. Entropy, 21(8), 723.

WekaCoin - Bravo-Marquez, F., Reeves, S., & Ugarte, M. (2019, April). Proof-of-learning: a blockchain consensus mechanism based on machine learning competitions. In 2019 IEEE International Conference on Decentralized Applications and Infrastructures (DAPPCON) (pp. 119-124). IEEE.

Deep Learning-Based Consensus - Li, B., Chenli, C., Xu, X., Shi, Y., & Jung, T. (2019). DLBC: A Deep Learning-Based Consensus in Blockchains for Deep Learning Services. arXiv preprint arXiv:1904.07349.

Proof of Deep Learning - Chenli, C., Li, B., Shi, Y., & Jung, T. (2019, May). Energy-recycling blockchain with proof-of-deep-learning. In 2019 IEEE International Conference on Blockchain and Cryptocurrency (ICBC) (pp. 19-23). IEEE.

BlockML - Merlina, A. (2019, December). BlockML: a useful proof of work system based on machine learning tasks. In Proceedings of the 20th International Middleware Conference Doctoral Symposium (pp. 6-8).

Convergence of AI and DLT - Pandl, K. D., Thiebes, S., Schmidt-Kraepelin, M., & Sunyaev, A. (2020). On the convergence of artificial intelligence and distributed ledger technology: A scoping review and future research agenda. IEEE Access, 8, 57075-57095.

Hyperparameter Optimization - Mittal, A., & Aggarwal, S. (2020). Hyperparameter optimization using sustainable proof of work in blockchain. Frontiers in Blockchain, 3, 23.

Proof of Federated Learning - Qu, X., Wang, S., Hu, Q., & Cheng, X. (2021). Proof of federated learning: A novel energy-recycling consensus algorithm. IEEE Transactions on Parallel and Distributed Systems, 32(8), 2074-2085.

Proof of neural architecture - Li, B., Lu, Q., Jiang, W., Jung, T., & Shi, Y. (2021, May). A mining pool solution for novel proof-of-neural-architecture consensus. In 2021 IEEE International Conference on Blockchain and Cryptocurrency (ICBC) (pp. 1-3). IEEE.

Dec 14th - Dec 20th, 2020

Blockchains for computation

DeepBrain Chain - A decentralized AI computing platform that supplies processing power to companies looking to develop A.I. technologies.

Dec 7th - Dec 13th, 2020

Deadpool

Cerebrum - Cerebrum is a decentralized platform for crowdsourced machine learning. Cerebrum enables anyone to encrypt their data and host machine learning competitions to utilize crowd-sourced machine learning models.

Fitchain - Fitchain is a blockchain-based machine learning factory that allows data scientists to train models, tracing them from inception and throughout their lifetime.

Namahe - Namahe is platform that aims to bring efficiency to supply chain industries by incorporating an A.I. layer.

Pandora Boxchain - A marketplace for AI kernels, computations and big data powered by Proof of Cognitive Work (PoCW).

Apr 6th - Apr 12th, 2020

Blockchains for AI algorithms

MATRIX AI - The Matrix AI Network is a public chain that combines AI technology with blockchain technology to solve the major challenges currently stifling the development and adoption of blockchain technology. Matrix is poised to revolutionize and democratize the field of Artificial Intelligence using a blockchain-powered decentralized computing platform.

Feb 17th - Feb 23rd, 2020

Blockchains for data

Cyber - A decentralized search engine, able to learn from knowledge graphs and provide predictive models.

Oct 21st - Oct 27th, 2019

Blockchains for AI in medicine

Vytalyx - Vytalyx is a health technology company that plans to use AI and blockchain to store and analyse medical data.

Sep 9th - Sep 15th, 2019

Blockchains for AI in medicine

BurstIQ - Healthcare data marketplace with granular ownership and granular consent of data. By using on-chain storage on a custom blockchain, BurstIQ can comply with HIPAA, GDPR, and other regulations.

Blockchains for AI algorithms

Blockchain projects for AI algorithms

Danku stars125 - A blockchain-based protocol for evaluating and purchasing ML models on a public blockchain such as Ethereum. Blog post.

Decentralized & Collaborative AI on Blockchain stars444 - 0xDeCA10B is a framework to host and train publicly available machine learning models in smart contracts with incentive mechanisms to encourage good quality training data while keeping the models free to use for prediction. Blog post.

Jul 22nd - Jul 28th, 2019

Blockchains for AI algorithms

Cortex Labs - Cortex Labs is a decentralized AI platform with a virtual machine that allows you to execute AI programs on-chain.

Jun 3rd - Jun 9th, 2019

Deadpool

Trane AI - A decentralized economy for tagging, storing and modeling data for AI-training.

starmine AI - Starmine is a robust and highly scalable platform for constructing, trading and exchanging advanced algorithmically generated on-demand datasets for machine learning and artificial intelligence efforts.

Dopamine - Decentralized AI workforce and services marketplace.

Blockchains for computation

AI Crypto - AI Crypto is a blockchain-based ecosystem where AI resources such as GPU, models, and data are distributed in order to lower the cost of AI development.

May 20th - May 26th, 2019

Foundations

Decentralized AI Alliance (DAIA). DAIA is an alliance of serious participants in the AI & blockchain related ecosystem, coming together to collectively solve common challenges and create an amazing future.

Blockchains for data

Neuromation. - Distributed synthetic data platform for Deep Learning Applications.

Feb 18th - Feb 24th, 2019

Dec 3rd - Dec 9th, 2018

Blockchains for data

Synapse AI - A decentralized global data marketplace built on the Ethereum blockchain.

Nov 12th - Nov 18th, 2018

Blockchains for AI in finance

Erasure - Erasure is a decentralized protocol and data marketplace for financial predictions.

Jun 11th - Jun 17th, 2018

Blockchains for AI in finance

Numerai - Numerai is a hedge fund powered by a network of anonymous data scientists that build machine learning models to operate on encrypted data and stake cryptocurrency to express confidence in their models.

Apr 2nd - Apr 8th, 2018

Blockchains for data

BOTTOS AI - A decentralized AI data sharing network that uses a consensus-based application platform to allow AI projects to gather training data.

Mar 19th - Mar 25th, 2018

Blockchains for AI algorithms

Thought Network - Thought's blockchain-enabled Fabric fundamentally changes applications by embedding artificial intelligence into every bit of data making it agile, actionable and inherently secure.

Raven Protocol - Raven Protocol is a decentralized and distributed deep-learning training protocol.

Feb 26th - Mar 4th, 2018

Blockchains for data

Neuromation - Synthetic datasets generation and algorithm training platform.

Blockchains for computation

Neureal - Open source, peer-to-peer AI supercomputing powered by blockchain.

Blockchains for AI algorithms

Intuition Fabric - The goal of Intuition Fabric is to democratize access to AI through a network of deep learning models that are stored on the interplanetary file system and accessed through the Ethereum blockchain.

OpenMined - OpenMined is a community focused on building open-source technology for the decentralized ownership of data and intelligence. With OpenMined, AI can be trained on data that it never has access to.

Jan 8th - Jan 14th, 2018

Blockchains for AI in finance

Napoleon X - Napoleon X is an open online computer driven asset management platform selecting quantitative strategies (trading bots) from world class traders, where each crypto-fund dedicated to a specific Asset Class.

Cindicator - Cindicator is a crowd-sourced prediction engine for financial and crypto indicators.

Blockchains for AI algorithms

SingularityNET - SingularityNET is a distributed AI platform on the Ethereum blockchain, with each blockchain node backing up an AI algorithm.

Blockchains for data

Ocean Protocol - Ocean Protocol is a decentralized data exchange protocol that lets people share and monetize data while guaranteeing control, auditability, transparency and compliance to all actors involved. Its network handles storing of the metadata (i.e. who owns what), links to the data itself, and more.

Blockchains for computation

TrueBit - TrueBit gives Ethereum smart contracts a computational boost.

Blockchains for AI in medicine

doc.ai - doc.ai aims to decentralize precision medicine on the blockchain by using AI.

Last Checked At: 2022-05-28T16:20:57.402Z

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Top 50 Awesome List

Recently Updated

Platforms

Programming Languages

Front-End Development

Back-End Development

Computer Science

Big Data

Theory

Books

Editors

Gaming

Development Environment

Entertainment

Databases

Media

Learn

Security

Content Management Systems

Hardware

Business

Work

Networking

Decentralized Systems

Higher Education

Events

Testing

Miscellaneous

Unmaintained

steven2358/awesome-blockchain-ai

Recommended reading

Blockchain, AI and Machine Learning

Deadpool

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Academic Research

Blockchains for AI algorithms

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Academic Research

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Blockchains for computation

Dec 7th - Dec 13th, 2020

Deadpool

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Blockchains for AI algorithms

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Blockchains for data

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Blockchains for AI in medicine

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