Scientists created a crypto portfolio management AI trained with on-chain data
According to the researchers, CryptoRLPM is the first reinforcement learning-based AI system using on-chain metrics for portfolio management. A pair of researchers from the University of Tsukuba in Japan recently built an AI-powered cryptocurrency portfolio management system that utilizes on -chain data for training, the first of its kind according to the scientists. Called CryptoRLPM, short for “Cryptocurrency reinforcement learning portfolio manager,” the AI system utilizes a training technique called “reinforcement learning" to implement on-chain data into its model. Reinforcement learning (RL) is an optimization paradigm wherein an AI system interacts with its environment — in this case, a cryptocurrency portfolio — and updates its training based on reward signals. CryptoRLPM applies feedback from RL throughout its architecture. The system is structured into five primary units which work together to process information and manage structured portfolio s. These modules in...
