知行编程网知行编程网  2022-06-29 10:00 知行编程网 |  隐藏边栏 |   抢沙发 |  6 
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<p style="max-width: 100%;min-height: 1em;white-space: normal;font-family: -apple-system-font, BlinkMacSystemFont, "Helvetica Neue", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;text-align: center;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;caret-color: rgb(62, 62, 62);letter-spacing: 1px;font-size: 14px;color: rgb(0, 0, 0);box-sizing: border-box !important;overflow-wrap: break-word !important;">点上方“</span><span style="max-width: 100%;font-size: 14px;letter-spacing: 0.544px;caret-color: rgb(62, 62, 62);color: rgb(0, 122, 170);box-sizing: border-box !important;overflow-wrap: break-word !important;"><strong mpa-from-tpl="t" style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;letter-spacing: 1px;box-sizing: border-box !important;overflow-wrap: break-word !important;">菜鸟学Python</span></strong></span><span style="max-width: 100%;caret-color: rgb(62, 62, 62);letter-spacing: 1px;font-size: 14px;color: rgb(0, 0, 0);box-sizing: border-box !important;overflow-wrap: break-word !important;">”，选择“</span><span style="max-width: 100%;font-size: 14px;caret-color: rgb(62, 62, 62);letter-spacing: 1px;color: rgb(255, 120, 0);box-sizing: border-box !important;overflow-wrap: break-word !important;"><strong style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;">星标</strong></span><span style="max-width: 100%;caret-color: rgb(62, 62, 62);letter-spacing: 1px;font-size: 14px;color: rgb(0, 0, 0);box-sizing: border-box !important;overflow-wrap: break-word !important;">”</span></p><section style="max-width: 100%;white-space: normal;color: rgb(0, 0, 0);text-align: left;font-family: -apple-system-font, BlinkMacSystemFont, "Helvetica Neue", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section data-id="85660" data-custom="rgb(117, 117, 118)" data-color="rgb(117, 117, 118)" style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section data-id="85660" data-custom="rgb(117, 117, 118)" data-color="rgb(117, 117, 118)" style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><p style="max-width: 100%;min-height: 1em;text-align: center;box-sizing: border-box !important;overflow-wrap: break-word !important;"><strong style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;letter-spacing: 0.544px;caret-color: rgb(62, 62, 62);font-size: 14px;box-sizing: border-box !important;overflow-wrap: break-word !important;">共460篇原创干货</span></strong><span style="max-width: 100%;letter-spacing: 0.544px;caret-color: rgb(62, 62, 62);font-size: 14px;box-sizing: border-box !important;overflow-wrap: break-word !important;">，第一时间送达</span></p><p style="max-width: 100%;min-height: 1em;text-align: center;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;letter-spacing: 0.544px;caret-color: rgb(62, 62, 62);font-size: 14px;box-sizing: border-box !important;overflow-wrap: break-word !important;"><br  /></span></p></section></section></section></section></section></section></section></section></section></section></section>

GitHub热榜，获2400星！帮你免费从头开始学Python数据科学

机器之心报道

作者：魔王、陈萍

如何入门数据科学？

这个 GitHub 项目提供了一份免费学习资源，既包括超详细的学习路线图，又涵盖多个免费线上课程、大量数据科学项目和 100 多本免费机器学习书籍，项目上线数天即获得 2.4k 星。

GitHub热榜，获2400星！帮你免费从头开始学Python数据科学


项目地址：https://github.com/therealsreehari/Learn-Datascience-for-Free#5_-expressions

该项目收集了散布在网络上的不同资源，并按照一定的顺序进行组合，以帮助数据科学初学者解决如何搜索免费和结构化学习资源的问题。项目作者表示，该项目将基于新的免费资源持续更新。

数据科学家学习路线图

GitHub热榜，获2400星！帮你免费从头开始学Python数据科学


「磨刀不误砍柴工。」该项目首先详细介绍了一份数据科学路线图，罗列了数据科学学习者需要掌握的内容：

  • 基础知识（矩阵和代数基础等）；

  • 统计学（概率论、贝叶斯定理等）；

  • 编程；

  • 机器学习；

  • 文本挖掘 / 自然语言处理；

  • 数据可视化；

  • 大数据；

  • 数据获取；

  • 数据再加工（Data Munging）；

  • 工具箱。


成为数据科学家需要掌握的基础知识

在成为数据科学家之前，你需要掌握关于矩阵的理论知识，了解其操作方式，熟悉矩阵的各种变换。项目作者还向我们介绍了多种数据结构，包括哈希函数、二叉树等。

以二叉树为例，项目作者解释了什么是二叉树：「在计算机科学中，二叉树是一种树数据结构，其中每个节点最多具有两个子节点，称为左子节点和右子节点。」

GitHub热榜，获2400星！帮你免费从头开始学Python数据科学

二叉树

除了矩阵知识以外，数据科学初学者还需掌握关系代数、数据库基础知识、CAP 原理、ETL 等多达十多个知识点（有些部分还在更新中）。

统计学

该项目介绍了许多关于统计学的知识，包括数据集的选择、描述性统计、探索性数据分析、直方图、概率论、贝叶斯定理等内容。

以探索性数据分析为例，项目作者从数据的可视化和分析两方面着手，向我们介绍了完成整个数据分析任务需要的开发环境、依赖库、安装方式以及分析方式。

在数据可视化方面，项目作者介绍了三个数据可视化库 Matplotlib、Pandas、Seaborn，每个库都有相应的链接，点击链接即可进入相应的网页进行查看。

GitHub热榜，获2400星！帮你免费从头开始学Python数据科学

点击 Seaborn 链接，可进入 Seaborn 主页，该图为链接到的主页内容。

在数据分析方面，项目作者介绍了 PCA 降维方法，帮助学习者了解什么是主成分分析，以及如何在 Python 中实现。

编程

成为数据科学家离不开编程，该项目介绍了需要掌握的编程语言 Python、R setup/R studio 等内容。以 R setup / R studio 为例，项目作者介绍了两种安装方式 Linux、Windows。但是本部分内容还有许多待补充知识。

GitHub热榜，获2400星！帮你免费从头开始学Python数据科学

待补充内容

机器学习

该项目还列举了掌握数据科学需要了解的机器学习知识，包括数值变量、分类变量、监督学习、无监督学习、训练集和测试集、分类器、过拟合、偏差和方差、支持向量机等 30 项内容。

以支持向量机为例，项目作者首先介绍了支持向量机的作用——可用于分类和回归任务，接着用简单明了的语言解释了支持向量机的原理。此外，项目作者还列举了关于支持向量机的其他知识，读者可通过链接自行学习。

GitHub热榜，获2400星！帮你免费从头开始学Python数据科学

支持向量机

除了上述介绍的内容外，项目作者还整理了文本挖掘、数据可视化等内容，此处不再赘述。

免费线上课程

该项目基于 GitHub 用户 Developer-Y 的项目整理了大量线上免费课程的资源，包括人工智能、机器学习、机器人学三个主要部分。其中机器学习部分又细分为机器学习导论、数据挖掘、数据科学、概率图模型、深度学习、强化学习、进阶版机器学习课程、基于机器学习的自然语言处理与计算机视觉、时序分析、概率与统计学、线性代数等。

GitHub热榜，获2400星！帮你免费从头开始学Python数据科学

该项目提供的免费线上课程列表部分截图。

从该项目列表中，我们可以看到熟悉的吴恩达机器学习课程，以及来自卡内基梅隆大学、斯坦福大学、苏黎世联邦理工学院、加州大学伯克利分校、微软等机构的丰富课程资源。

人工智能开源项目

此外，该项目还罗列了大量人工智能开源项目，涵盖机器学习、深度学习、自然语言处理、计算机视觉这些领域。

这一资源来自 AI 研究者、数据科学家 Ashish Patel 创建的 GitHub 库，目前包含 71 个条目，点开链接即可获取相应的项目和代码资源。

GitHub热榜，获2400星！帮你免费从头开始学Python数据科学

项目列表部分截图。

从目前的列表中，我们可以看到它包括目标检测、聊天机器人、GUI、无监督学习、回归分析、情感分析、推荐系统、数据科学、NLP、计算机视觉等细分领域的相关项目资源。盖列表将持续更新。

100+ 免费机器学习书籍

项目作者整理了一份来自 Insane 的机器学习书籍列表文章。该列表在 2021 年 1 月份刚刚更新过，包括我们熟悉的「花书」《深度学习》，以及主题为图算法、自然语言处理、数据挖掘、GAN、Python 等的书籍。

GitHub热榜，获2400星！帮你免费从头开始学Python数据科学

图源：https://www.theinsaneapp.com/2020/12/download-free-machine-learning-books.html

项目作者表示，希望这些免费资源能够帮助到无法支付教育费用的人们，从头开始掌握数据科学。

<p style="max-width: 100%;min-height: 1em;font-family: -apple-system, BlinkMacSystemFont, "Helvetica Neue", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;text-size-adjust: auto;text-align: left;box-sizing: border-box !important;overflow-wrap: break-word !important;"><strong style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;font-size: 15px;color: rgb(2, 30, 170);box-sizing: border-box !important;overflow-wrap: break-word !important;">推荐阅读:</span></strong></p><p style="max-width: 100%;min-height: 1em;font-family: -apple-system, BlinkMacSystemFont, "Helvetica Neue", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;text-size-adjust: auto;text-align: left;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span 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style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section mpa-from-tpl="t" style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><pre style="max-width: 100%;color: rgb(63, 63, 63);letter-spacing: 0.544px;line-height: inherit;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section data-mpa-template="t" mpa-from-tpl="t" style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section data-id="94086" data-color="#276ca3" data-tools="135编辑器" mpa-from-tpl="t" style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section mpa-from-tpl="t" style="max-width: 100%;display: inline-block;box-sizing: border-box !important;overflow-wrap: break-word !important;"><pre style="max-width: 100%;letter-spacing: 0.544px;line-height: inherit;box-sizing: border-box !important;overflow-wrap: break-word !important;"><pre data-darkmode-bgcolor-15882384789136="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882384789136="rgb(255, 255, 255)" data-style="letter-spacing: 0.544px; background-color: rgb(255, 255, 255); text-align: center; color: rgba(230, 230, 230, 0.9); font-size: 16px; line-height: 25.6px; overflow-wrap: break-word !important;" data-darkmode-bgcolor-15882396318564="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882396318564="rgb(255, 255, 255)" data-darkmode-color-15882396318564="rgba(230, 230, 230, 0.9)" data-darkmode-original-color-15882396318564="rgba(230, 230, 230, 0.9)" data-darkmode-bgcolor-15900529136199="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15900529136199="rgb(255, 255, 255)" data-darkmode-color-15900529136199="rgba(230, 230, 230, 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data-darkmode-original-bgcolor-15900529136199="rgb(255, 255, 255)" data-darkmode-color-15900529136199="rgb(230, 230, 230)" data-darkmode-original-color-15900529136199="rgb(0, 0, 0)" data-darkmode-bgimage-15900529136199="1" style="margin-left: 2px;max-width: 100%;width: 20px;box-sizing: border-box !important;overflow-wrap: break-word !important;"></section><section data-brushtype="text" data-darkmode-bgcolor-15860613985508="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15860613985508="rgb(255, 255, 255)" data-darkmode-color-15860613985508="rgb(51, 51, 51)" data-darkmode-original-color-15860613985508="rgb(51, 51, 51)" data-darkmode-bgimage-15860613985508="1" data-darkmode-bgcolor-15870356070738="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356070738="rgb(255, 255, 255)" data-darkmode-color-15870356070738="rgb(51, 51, 51)" data-darkmode-original-color-15870356070738="rgb(51, 51, 51)" data-darkmode-bgimage-15870356070738="1" data-darkmode-bgcolor-15870356071023="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356071023="rgb(255, 255, 255)" data-darkmode-color-15870356071023="rgb(51, 51, 51)" data-darkmode-original-color-15870356071023="rgb(51, 51, 51)" data-darkmode-bgimage-15870356071023="1" data-darkmode-bgcolor-15882384789136="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882384789136="rgb(255, 255, 255)" data-darkmode-color-15882384789136="rgb(51, 51, 51)" data-darkmode-original-color-15882384789136="rgb(51, 51, 51)" data-darkmode-bgimage-15882384789136="1" data-darkmode-bgcolor-15882396318564="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882396318564="rgb(255, 255, 255)" data-darkmode-color-15882396318564="rgb(51, 51, 51)" data-darkmode-original-color-15882396318564="rgb(51, 51, 51)" data-darkmode-bgimage-15882396318564="1" data-darkmode-bgcolor-15900529136199="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15900529136199="rgb(255, 255, 255)" data-darkmode-color-15900529136199="rgb(51, 51, 51)" data-darkmode-original-color-15900529136199="rgb(51, 51, 51)" data-darkmode-bgimage-15900529136199="1" style="max-width: 100%;font-size: 14px;color: rgb(51, 51, 51);text-align: left;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;font-family: 楷体, 楷体_GB2312, SimKai;font-size: 15px;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;white-space: pre-wrap;font-size: 12px;box-sizing: border-box !important;overflow-wrap: break-word !important;">点阅读原文,领廖雪峰大数据视频资料！</span></span></section></section></section></section></section></section></section>

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