System, method and device for realizing data mining and storage medium
A data mining and data technology, applied in the direction of visual data mining, structured data retrieval, structured data browsing, etc., can solve the problems of increasing the difficulty of the model, improving the machine learning model, etc., to achieve convenient selection, lower threshold, and improve The effect of matching
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Embodiment 1
[0050] Such as figure 1 As shown, a system for realizing data mining includes:
[0051] acquisition module, analysis module, matching module, display module, adjustment module and optimization module;
[0052] Wherein, the acquisition module provides a visual interface to select the application type through the click mode according to the user's own understanding of the business and business demand data, obtains the mold entry data to be analyzed, and sends it to the analysis module;
[0053] The analysis module receives the mold entry data to be analyzed sent by the acquisition module, analyzes whether the mold entry sample data meets the specifications, and sends the qualified mold entry sample data to the matching module;
[0054] The matching module receives the input sample data sent by the analysis module, and matches the data with the machine learning model, and divides the input data into a training set and a verification set, and modifies the parameters of model trai...
Embodiment 2
[0067] A method to implement data mining, such as figure 2 As shown, the process is as follows:
[0068] Step 1, according to the user's own understanding of the business and business needs, provide a visual interface to select the application type through the click mode, and obtain the input data to be analyzed;
[0069] Step 2. Determine whether the current model data meets the requirements for data modeling. If not, retrieve and collect more data. If it is satisfied, perform data preprocessing;
[0070] Step 3, match the corresponding general model according to the restriction conditions, and divide the input data into training set and verification set, and trim the parameters of model training;
[0071] Step 4, judge the current model index, judge whether it meets the requirements, and output the model and model parameters, and save the machine learning model as the final model of business prediction;
[0072] Step 5, if it does not meet, match the data with the corresp...
Embodiment 3
[0081] A device for realizing data mining, such as image 3 As shown, it includes: a processor and a memory, the processor is coupled to the memory, a program for realizing data mining is stored in the memory, and the processor executes the program for realizing data mining to realize the requirements of claim 8 The described method for realizing data mining;
[0082] In the specific implementation process, through the stored data mining method, the application type is selected in the click mode on the visual interface, and according to the corresponding relationship between the input application type and the machine learning model, the adopted model strategy is returned and displayed in the background. By dividing the input data into the training set and the verification set, the model is trained to adjust the parameters, judge whether the model index reaches the qualified threshold, show the user the parameter information and optimization process of the model during construc...
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