https://github.com/smileexpression/machine-learning-and-data-mining

A repo to store the code of SYSU's Machine Learning and Data Mining.
https://github.com/smileexpression/machine-learning-and-data-mining

jupyter-notebook latex machine-learning python3 sysu-course

Last synced: 3 days ago
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A repo to store the code of SYSU's Machine Learning and Data Mining.

• Host: GitHub
• URL: https://github.com/smileexpression/machine-learning-and-data-mining
• Owner: smileexpression
• License: mit
• Created: 2023-10-16T16:12:11.000Z (about 1 year ago)
• Default Branch: master
• Last Pushed: 2024-01-08T16:20:06.000Z (10 months ago)
• Last Synced: 2024-10-12T13:41:33.162Z (about 1 month ago)
• Topics: jupyter-notebook, latex, machine-learning, python3, sysu-course
• Language: Jupyter Notebook
• Homepage:
• Size: 7.58 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 1
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Machine Learning and Data Mining Laboratory

A repo to store the code of SYSU's Machine Learning and Data Mining Laboratory.

**大作业仓库链接**

[Los-Angeles-Crime](https://github.com/ArronVague/Los-Angeles-Crime)

## Complaints

Do not use '-' in the file name. 

## 大作业 Dataset

最终都没采纳。

[Spotify Tracks Genre](https://www.kaggle.com/datasets/thedevastator/spotify-tracks-genre-dataset)

[High School Student Performance & Demographics](https://www.kaggle.com/datasets/dillonmyrick/high-school-student-performance-and-demographics)

[Video Games Data](https://www.kaggle.com/datasets/maso0dahmed/video-games-data)

## 复习视频汇总

[【五分钟机器学习】机器学习的起点：线性回归Linear Regression](https://www.bilibili.com/video/BV17T4y1J7SB/?spm_id_from=333.337.search-card.all.click&vd_source=212ff176b778171e26249f81cfb5bdbc)

[【五分钟机器学习】机器分类的基石：逻辑回归Logistic Regression](https://www.bilibili.com/video/BV1gA411i7SR/?spm_id_from=333.337.search-card.all.click&vd_source=212ff176b778171e26249f81cfb5bdbc)

[【小萌五分钟】机器学习 | 模型评估](https://www.bilibili.com/video/BV1vt4y117Zz/?spm_id_from=333.337.search-card.all.click&vd_source=212ff176b778171e26249f81cfb5bdbc)

- 为一系列

[【机器学习】期末速成课——课时5 集成学习算法-GBDT、XGBoost](https://www.bilibili.com/video/BV1eg4y1Q7yX/?spm_id_from=333.337.search-card.all.click&vd_source=212ff176b778171e26249f81cfb5bdbc)

[【机器学习】期末速成课——课时7 聚类分析](https://www.bilibili.com/video/BV1xj411E7Ws/?spm_id_from=333.788&vd_source=212ff176b778171e26249f81cfb5bdbc)

- 分上下两集

[机器学习，什么是PCA降维？一个动画告诉你答案](https://www.bilibili.com/video/BV1QS4y1e7y6/?vd_source=212ff176b778171e26249f81cfb5bdbc)

[【机器学习】动画讲解贝叶斯分类器](https://www.bilibili.com/video/BV18s4y1m74s/?vd_source=212ff176b778171e26249f81cfb5bdbc)

[[5分钟学算法] #05 支持向量机 软硬通吃分类大法](https://www.bilibili.com/video/BV1vv4y1g721/?vd_source=212ff176b778171e26249f81cfb5bdbc)

[什么是神经网络？看一个动画，就全明白了](https://www.bilibili.com/video/BV1Hr4y1q7Y1/?spm_id_from=333.337.search-card.all.click&vd_source=212ff176b778171e26249f81cfb5bdbc)