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《岩石物理机器学习》Python中孤立森林异常检测

  • 2026-01-31 19:19:05
《岩石物理机器学习》Python中孤立森林异常检测
《岩石物理机器学习》是一套融合地质科学与人工智能技术的实战型课程，通过7大模块系统讲解机器学习在岩石物理领域的核心应用。课程以Python为工具，涵盖K均值聚类算法、孤立森林异常检测等基础算法教学，并重点突破岩石物理工作流整合、岩性与测井参数预测等专业场景。基于随机森林算法，学员可掌握岩性分类建模及孔隙度、渗透率等关键参数预测方法；针对裂隙岩石的流动传输问题，课程提供专属的机器学习建模解决方案。整套内容采用理论+代码实践模式，适合地质工程师、能源领域数据分析师及机器学习研究者，助力实现从算法原理到岩石物理工程落地的能力跨越。如需本教程视频及字幕，联系微信PetroleumPaper获取！
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  1. CONNECT:[ UseTime:0.000560s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000545s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.002258s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.002133s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000594s ]
  6. SELECT * FROM `set` [ RunTime:0.000496s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000534s ]
  8. SELECT * FROM `article` WHERE `id` = 470621 LIMIT 1 [ RunTime:0.012366s ]
  9. UPDATE `article` SET `lasttime` = 1770495911 WHERE `id` = 470621 [ RunTime:0.002051s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.000264s ]
  11. SELECT * FROM `article` WHERE `id` < 470621 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.000651s ]
  12. SELECT * FROM `article` WHERE `id` > 470621 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.004697s ]
  13. SELECT * FROM `article` WHERE `id` < 470621 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.012357s ]
  14. SELECT * FROM `article` WHERE `id` < 470621 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.013618s ]
  15. SELECT * FROM `article` WHERE `id` < 470621 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.016783s ]
0.142951s