C. References and Further Reading

C.1 Academic Papers and Research

• "Evaluating Agents on Setting Up and Executing Tasks from Research Repositories (SUPER Benchmark)"

  • Abstract: Introduces the SUPER benchmark for evaluating the ability of language models to reproduce and execute tasks from machine learning repositories.

  • Link: Access Paper

• "SoK: Decentralized AI (DeAI)"

  • Abstract: Explores the integration of blockchain technology with AI to address centralization issues, proposing a decentralized AI framework.

  • Link: Access Paper

• "Federated Learning: Challenges, Methods, and Future Directions"

  • Authors: Qiang Yang, et al.

  • Summary: Discusses the principles of federated learning and its applications in decentralized systems.

  • Link: Access Paper

• "Blockchain Interoperability: State-of-the-Art and Future Directions"

  • Authors: Usman W. Chohan

  • Summary: Analyzes the current solutions for blockchain interoperability and proposes future research areas.

  • Link: Access Paper

C.2 Books and Publications

• "Mastering Ethereum: Building Smart Contracts and DApps"

  • Authors: Andreas M. Antonopoulos and Gavin Wood

  • Overview: A comprehensive guide to Ethereum, covering smart contract development and decentralized application design.

  • Link: View Book

• "Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow"

  • Author: Aurélien Géron

  • Overview: An in-depth introduction to machine learning and deep learning using Python libraries.

  • Link: View Book

• "Blockchain Basics: A Non-Technical Introduction in 25 Steps"

  • Author: Daniel Drescher

  • Overview: Explains blockchain technology in an accessible manner, suitable for readers without a technical background.

  • Link: View Book

C.3 Industry Reports and Articles

• "DeFi Report Q3 2023"

  • Publisher: ConsenSys

  • Summary: Provides insights into the latest trends, challenges, and developments in the DeFi sector.

  • Link: Read Report
• "The State of AI in 2023"

  • Publisher: McKinsey & Company

  • Summary: An analysis of the current landscape of AI technologies and their impact on various industries.

  • Link: Read Article
• "Blockchain Interoperability: The Holy Grail for Mass Adoption"

  • Author: Alex Behrens

  • Summary: Discusses the importance of interoperability in blockchain networks for achieving widespread adoption.

  • Link: Read Article

C.4 Online Resources and Tutorials

• Ethereum Documentation

  • Description: Official documentation for Ethereum, including guides on smart contract development.

  • Link: Visit Site

• TensorFlow Tutorials

  • Description: A collection of tutorials for building and training machine learning models using TensorFlow.

  • Link: Visit Site

• Solidity Documentation

  • Description: Official documentation for Solidity, the programming language for writing smart contracts on Ethereum.

  • Link: Visit Site

• DeFi Pulse

  • Description: Provides real-time data and rankings for DeFi protocols.

  • Link: Visit Site

C.5 Community and Forums

• MindCircuit Community Forum

  • Description: A platform for users, developers, and enthusiasts to discuss topics related to MindCircuit and DeFi.

  • Link: Join Forum

• Ethereum Stack Exchange

  • Description: A Q&A site for users and developers of Ethereum.

  • Link: Visit Site
• r/DeFi on Reddit

  • Description: A subreddit dedicated to discussions about decentralized finance.

  • Link: Visit Subreddit

C.6 Standards and Protocols

• ERC-20 Token Standard

  • Description: Defines a common list of rules for Ethereum tokens.

  • Link: Read Standard

• Inter-Blockchain Communication (IBC) Protocol

  • Description: A protocol for relaying messages between independent blockchain networks.

  • Link: Learn More
• Zero-Knowledge Proof Protocols

  • Description: Cryptographic methods that allow one party to prove to another that a statement is true without revealing any additional information.

  • Link: Read Paper