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年货:Python技术知识清单(数据科学)

  • 2026-11-05 01:01:19
年货:Python技术知识清单(数据科学)

给大家整理了一份Python开发技术学习清单，主要来自2018年Python中文社区往期文章，本期收录的是数据科学相关的知识点，建议新年佳节可以利用空闲时间多看看。祝大家猪年大吉，诸事顺利！

线性回归机器学习算法介绍

Python机器学习方法智能识别亚马逊验证码

机器学习算法实践-Platt SMO和遗传算法优化SVM

机器学习实战之决策树

机器学习实战之KNN算法

机器学习实战之朴素贝叶斯

机器学习算法KNN简介及实现

Kaggle机器学习实战总结

Python机器学习实战：我的共享单车被谁骑走了？

机器学习算法实践：树回归

机器学习算法实践-标准与局部加权线性回归

机器学习算法实践-Logistic回归与梯度上升算法(上)

机器学习算法实践-朴素贝叶斯(Naive Bayes)

Python机器学习工具：Scikit-Learn介绍与实践

Python机器学习算法入门之简单感知器学习算法

Python机器学习算法入门之梯度下降法实现线性回归

利用层次聚类算法进行基于基站定位数据的商圈分析

遗传算法框架GAFT优化小记

GAFT：一个使用Python实现的遗传算法框架

使用MPI for Python 并行化遗传算法

Python运用蒙特卡洛算法模拟植物生长

Keras搭建深度神经网络解决多分类问题

Keras 的 Web 填坑记

实现属于自己的TensorFlow(一) - 计算图与前向传播

ALI的Tensorflow炼成与GAN科普

Win10配置人工智能学习平台Tensorflow的正确姿势

用Python快速实现经典排序算法的可视化

隐马尔可夫模型（HMM）及Viterbi算法

搭建CNN模型破解网站验证码

分类模型评估的方法及Python实现

利用深度学习建立流失模型（附完整代码）

利用docker部署深度学习模型的一个最佳实践

聚类的Python实现（一）：数据导入和处理

分类模型评估的方法及Python实现

OpenCV神技——人脸检测、猫脸检测

Python机器学习方法智能识别亚马逊验证码

协同过滤的原理及Python实现

北京二手房房价分析（建模篇）

无监督文本自动摘要野生技术

大顶堆的原理及Python实现

数据下的奥运百年 | Kaggle数据研究

GBDT回归的原理及Python实现

回归树的原理及Python实现

利用docker部署深度学习模型的一个最佳实践

没想到你竟然是这样的全职高手 | 从文本挖掘聊起

Python测算女朋友还完花呗多久后吃土

PyTorch深度学习框架入门——使用PyTorch实现手写数字识别

利用K-Means聚类进行航空公司客户价值分析

用Python从零开始构造决策树

Kaggle搭积木式刷分大法：特征工程部分

Kaggle搭积木式刷分大法: LB 0.11666（排名前１５％）

注册会计师带你用Python进行探索性风险分析（一）

机器学习算法实践-标准与局部加权线性回归

遗传算法框架GAFT优化小记

基于RNN自动生成古诗

支持向量机原理推导（二）

支持向量机原理推导（一）

深度学习入门：用MNIST完成Autoencoder

深度学习入门：用MNIST完成Autoencoder（续）

Python中文社区作为一个去中心化的全球技术社区，以成为全球20万Python中文开发者的精神部落为愿景，目前覆盖各大主流媒体和协作平台，与阿里、腾讯、百度、微软、亚马逊、开源中国、CSDN等业界知名公司和技术社区建立了广泛的联系，拥有来自十多个国家和地区数万名登记会员，会员来自以公安部、工信部、清华大学、北京大学、北京邮电大学、中国人民银行、中科院、中金、华为、BAT、谷歌、微软等为代表的政府机关、科研单位、金融机构以及海内外知名公司，全平台近20万开发者关注。

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人教精通版五年级英语下册朗读+知识点总结

基本 文件 流程 错误 SQL 调试
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  1. CONNECT:[ UseTime:0.000538s ] mysql:host=172.18.0.4;port=3306;dbname=h_sjds;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000812s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000373s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000392s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000544s ]
  6. SELECT * FROM `set` [ RunTime:0.000297s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000753s ]
  8. SELECT * FROM `article` WHERE `id` = 572547 LIMIT 1 [ RunTime:0.000419s ]
  9. UPDATE `article` SET `lasttime` = 1794081566 WHERE `id` = 572547 [ RunTime:0.002139s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 65 LIMIT 1 [ RunTime:0.000391s ]
  11. SELECT * FROM `article` WHERE `id` < 572547 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.000465s ]
  12. SELECT * FROM `article` WHERE `id` > 572547 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.000436s ]
  13. SELECT * FROM `article` WHERE `id` < 572547 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.000679s ]
  14. SELECT * FROM `article` WHERE `id` < 572547 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.000795s ]
  15. SELECT * FROM `article` WHERE `id` < 572547 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.000830s ]
0.096167s