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每周一书《Python机器学习及实践:从零开始通往Kaggle竞赛之路 pdf》分享

  • 2026-03-27 01:42:15
每周一书《Python机器学习及实践:从零开始通往Kaggle竞赛之路 pdf》分享

内容简介

全书内容分为入门篇、基础篇、进阶篇和实践篇四部分。入门篇介绍核心概念及在Windows、macOS、Ubuntu系统上配置编程环境；基础篇涵盖Python 3编程、pandas数据分析及使用Scikit-learn解决单机机器学习问题；进阶篇介绍使用PyTorch、TensorFlow、PaddlePaddle搭建深度学习网络框架，以及基于PySpark的ML库完成分布式机器学习任务；实践篇则利用所学知识帮助读者参与Kaggle竞赛实战，并介绍使用Git在Gitee、GitHub平台上维护和管理代码。全书以Python编程为基础，通过Kaggle竞赛平台的泰坦尼克号生存预测、IMDB影评分析等实战案例，演示数据预处理、模型训练与评估全流程。

编辑推荐

本书面向所有对机器学习与数据挖掘的实践及竞赛感兴趣的读者，从零开始，以Python编程语言为基础，在不涉及大量数学模型与复杂编程知识的前提下，逐步带领读者熟悉并且掌握当下流行的机器学习、数据挖掘与自然语言处理工具，如Scikit-learn、NLTK、Pandas、gensim、XGBoost、Google Tensorflow等。

获取方式

公众号回复【Kaggle】

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  137. /yingpanguazai/ssd/ssd1/www/f.mffb.com.cn/vendor/topthink/think-template/src/template/driver/File.php ( 2.41 KB )
  138. /yingpanguazai/ssd/ssd1/www/f.mffb.com.cn/vendor/topthink/think-template/src/template/contract/DriverInterface.php ( 0.86 KB )
  139. /yingpanguazai/ssd/ssd1/www/f.mffb.com.cn/runtime/temp/067d451b9a0c665040f3f1bdd3293d68.php ( 11.98 KB )
  140. /yingpanguazai/ssd/ssd1/www/f.mffb.com.cn/vendor/topthink/think-trace/src/Html.php ( 4.42 KB )
  1. CONNECT:[ UseTime:0.000533s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000736s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.001590s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000705s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000507s ]
  6. SELECT * FROM `set` [ RunTime:0.001304s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000605s ]
  8. SELECT * FROM `article` WHERE `id` = 481627 LIMIT 1 [ RunTime:0.003557s ]
  9. UPDATE `article` SET `lasttime` = 1774588287 WHERE `id` = 481627 [ RunTime:0.002616s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.000253s ]
  11. SELECT * FROM `article` WHERE `id` < 481627 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.005317s ]
  12. SELECT * FROM `article` WHERE `id` > 481627 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.007648s ]
  13. SELECT * FROM `article` WHERE `id` < 481627 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.025461s ]
  14. SELECT * FROM `article` WHERE `id` < 481627 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.012440s ]
  15. SELECT * FROM `article` WHERE `id` < 481627 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.002615s ]
0.160536s