Shulou(Shulou.com)06/01 Report--

An overview of Internet data mining typical requirements of Internet data mining typical channels of Internet data collection Internet data storage feature data mining techniques and tools examples of working patterns of data analysis: application of data mining in the Internet industry Internet-related data mining typical application scenarios data flow mining analysis text mining analysis example: text data flow analysis location analysis Social relationship Analysis, Internet Application Identification, Personalized recommendation introduction process determination of data Analysis and Mining process determination of data requirements Design data Mining Model determination of data sources Collection and collation of data selection data Mining algorithms data mining algorithms data analysis results evaluation and algorithm + data optimization report data analysis results data requirements analysis determines the goal of data analysis around the target decomposition index Index mapping to existing data determination requirements for data design data mining model determination data mining result model determination data analysis algorithm container model establishment from data source to data analysis result mapping graph determining data source storage space calibration data source logic model analysis data source extraction method list data source backup mechanism selection of data source quality analysis Collection and collation of data data collation requirements clearly use automated methods to sort data for special processing of non-compliant data complementary selection of gap data data mining algorithm typical data mining algorithm list association and correlation analysis association rules analysis example: use correlation and association to analyze clustering analysis algorithm and application example: cluster analysis example Customer clustering classification algorithm using decision tree to classify neural network example: using classification method for customer churn analysis regression analysis and prediction regression analysis overview time series analysis example: using time series analysis for network traffic prediction data mining tool principle and practice typical data mining tool list statistical analysis tool SPSS introduction to data mining special tool SPSS Clementine Shao modeling and model evaluation process using SPSS Clementine tools for data mining and analysis data mining effect evaluation and optimization of data mining results difference analysis of differences positioning optimization data and algorithms to reprocess data, Algorithm analysis result comparison and confirmation data analysis result report

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