https://github.com/bighuang624/ml-beginning-projects
基础的机器学习项目集，包含数据预处理、模型评估与选择、可视化以及分类算法等
https://github.com/bighuang624/ml-beginning-projects
classification machine-learning
Last synced: about 1 year ago
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基础的机器学习项目集，包含数据预处理、模型评估与选择、可视化以及分类算法等
- Host: GitHub
- URL: https://github.com/bighuang624/ml-beginning-projects
- Owner: bighuang624
- License: mit
- Created: 2018-01-20T09:41:29.000Z (over 8 years ago)
- Default Branch: master
- Last Pushed: 2018-11-19T11:35:12.000Z (over 7 years ago)
- Last Synced: 2025-04-19T13:44:43.027Z (about 1 year ago)
- Topics: classification, machine-learning
- Language: Jupyter Notebook
- Homepage:
- Size: 3.49 MB
- Stars: 23
- Watchers: 2
- Forks: 12
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# ML-beginning-projects
最基础的机器学习项目集
## Iris Classification
鸢尾花卉数据集分类，包含通过 pandas 和 sanborn 了解数据、划分数据、交叉验证、可视化调参过程、过程复用等环节。
[查看代码](https://github.com/bighuang624/ML-beginning-projects/blob/master/Iris%20Classification.ipynb)
[数据集来源](http://archive.ics.uci.edu/ml/machine-learning-databases/iris/)
## NLTK Beginning
简单了解自然语言工具包 NLTK。
[查看代码](https://github.com/bighuang624/ML-beginning-projects/blob/master/NLTK%20Beginning.ipynb)
## Titanic
Titanic 生存预测比赛。[文件夹]((https://github.com/bighuang624/ML-beginning-projects/blob/master/Titanic))内包含数据以及三次提交的代码，查看 [README](https://github.com/bighuang624/ML-beginning-projects/blob/master/Titanic/README.md) 以了解代码。
我对参加这个比赛的整个过程写了一篇[总结性的博客](http://kyonhuang.top/kaggle-titanic-1/)，欢迎查阅。
## Pokemon
暂时只是练一下数据可视化。但是我对这个数据集很感兴趣:)
[查看代码](https://github.com/bighuang624/ML-beginning-projects/blob/master/Pokemon/Pokemon.ipynb)
数据集来源：[Pokemon - Weedle's Cave](https://www.kaggle.com/terminus7/pokemon-challenge/data)
## MNIST
对经典的手写数字图片数据集的 Keras 深度学习分类实践代码
## Pytorch-Attention
用 Pytorch 写的基于 Attention 机制的翻译程序