Ecological Role

The participants in the AIGPT ecosystem include three roles: AI nodes, AI product developers, and AI users, which respectively provide computing power, algorithms, and data to the AIGPT ecosystem.

AI Nodes - Providers of Computing Power

The execution of AI algorithms requires varying degrees of computing power, depending on the complexity of the algorithm itself, the size of the data set, the scale of the model, and the number of training iterations. More complex algorithms, especially deep learning algorithms, typically require more computing resources. The larger the training data set, the greater the computing power required. Models with more parameters, such as networks with more layers or units, require higher computing power. The more training iterations, the greater the total amount of computation required. Each round of training requires a forward and backward propagation calculation on all the training data.

The AI nodes on the AIGPT platform provide computing power for all products and user services in the AIGPT ecosystem. When users have application needs for a particular AI product or when an AI product has training needs, the AI nodes provide computing services based on algorithm models using relevant data.

As providers of computing power, AI nodes are responsible for providing computing power to the AIGPT platform. They execute AI algorithms based on the needs of AI products and receive corresponding rewards. The hardware devices used for computation include CPUs, GPUs, and TPUs. GPUs and TPUs have higher computing power than CPUs, and can meet the needs of AI products with more complex algorithms, larger quantities of data, larger model sizes, and more training iterations, resulting in greater rewards.

AI Product Development - Algorithm Provider

AI product developers, also known as algorithm providers, deploy AI algorithms on the AIGPT platform to meet the needs of cryptocurrency participants such as investors, researchers, and operators. These needs include trading strategies and market predictions, fund management, anti-money laundering, network security, digital identity verification, and more.

Anyone or team can develop AI products on the AIGPT platform and share ecological data and computing power with other AI products.

AI User - Data Provider

AI users are participants and product users of various AI algorithms on the AIGPT platform and also data providers.

When using AI products, AI users receive corresponding services while training AI robots. The AI algorithm will calculate a large amount of data to find hidden patterns in the dataset and establish a mapping relationship between data and output. Based on the test data, the algorithm evaluates the performance of the model, such as accuracy and recall rate, and adjusts the model's parameters and algorithm accordingly to improve the AI model's performance.