This invention belongs to the field of
data processing technology and discloses a unified encapsulation method and
system for
data mining algorithms. The method includes encapsulating
data mining algorithms into
algorithm components that match a common interface template, building an evaluation model based on the
algorithm components, constructing a pipeline using the
algorithm components through a graphical interface to obtain the
data mining model, automatically adjusting the data mining model through
machine learning and optimization algorithms, and finally encapsulating and deploying the data mining model to a target area. This invention enables users to call different algorithms through a
unified interface. Calling the algorithms as a service makes the algorithm components more adaptable, facilitates the maintenance and expansion of data mining
software, lowers the barrier to entry for data mining, improves the interactive operation and user experience of
machine learning, enhances the flexibility and
maintainability of data mining, reduces reliance on business and
domain knowledge, saves time and resources, and improves model performance.