Education

15+ Use Cases for AI/ML Inferences in Web3

15+ Use Cases for AI/ML Inferences in Web3

The convergence of AI and web3 has created an extraordinary number of use cases. We explore DeFi, NFT recommendation engines, Solidity LLMs, DAOs, DeSoc, and, security including auditing and fraud detection.

Insight Prediction and the Future of Prediction Markets

Insight Prediction and the Future of Prediction Markets

Insight Prediction's Douglas Campbell spoke to Spectral about creating models, providing liquidity to betting platforms, and the regulatory issues with prediction markets.

Data Science News Roundup

Data Science News Roundup

Each week Spectral explores the intersection of data science, machine learning, AI, and web3.

How Spectral and EZKL are implementing zkML

How Spectral and EZKL are implementing zkML

Learn how Spectral has been working with ezkl to implement a zkML for its decentralized machine learning (ML) oracle.

The Emergence of Data Science in Web3

The Emergence of Data Science in Web3

Spectral’s MACRO Score helped prove a critical mass of blockchain data is available for analysis. Find out how technologies like zero-knowledge machine learning (zkml), verifiable computing, and competitive machine learning are creating new use cases for on-chain data.

The State of Zero-Knowledge Machine Learning (zkML)

The State of Zero-Knowledge Machine Learning (zkML)

Zero-Knowledge Machine Learning offers incredible opportunities for addressing some of the basic problems with public blockchains. Here, Spectral examines the state of the art, and talks to Modulus Labs, Jason Morton, Dante Camuto, and Daniel Kang.

Proving Capital Efficiency (Part 1)

Proving Capital Efficiency (Part 1)

The first MACRO Score Capital Efficiency simulation, looking at Aave V2 Ethereum borrowers. High MACRO Score users had lower liquidation rates, repaid more often, and had healthier accounts.