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kaggle_housepredict's Introduction

kaggle 房价预测比赛

项目介绍

在这个项目中,我们给定一个一层神经网络的baseline以及一些帮助函数,大家可以自由建立任意的神经网络来对kaggle房价预测的比赛进行预测,通过该项目,我们能够对神经网络以及调参有一个更加全面的了解。

项目下载

打开终端,运行

git clone https://github.com/L1aoXingyu/kaggle-house-price.git

能够自动下载项目,或者网页直接下载

通过上面的过程,我们准备好了项目,在开始之前,需要根据 StartKit 配置好了深度学习环境,所以请按照操作完成深度学习环境的配置,当你完成好环境配置之后,你可以直接进入 predict-house-prices.ipynb 完成项目。

数据下载

我们已经将数据集放在了项目中,大家根据上面下载好项目之后,便能在all中看到所有的数据集。

评估与提交

通过predict-house-prices.ipynb,你会建立一个模型进行房价的预测,同时在测试集上能够看到模型的效果,最后可以得到一个最优的模型,并在 testset 上面运行结果,在 kaggle 上面按照下面的步骤提交。

  1. 点击提交结果
  1. 提交本地生成的文件
  1. 提交结果
  1. 查看结果

可以考虑在 Github 上为该项目创建一个仓库,记录训练的过程、所使用的库以及数据等的 README 文档,构建一个完善的 Github 简历。

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