## 项目说明
- 一个完整的二分类机器学习项目生产环境部署,包括接收请求原始变量入参,<br>
参数检测, 数据预处理, 模型变量构造, 模型预测, 数据库操作, 返回结果. <br>
- API入参
```python
{
"order_id":"123456789",
"data":{
"old_customer":"0",
"debt_amount":"7000000",
"debt_number":"6",
"recent24hours_apply":"1",
"recent7days_apply":"13",
"recent30days_apply":"31",
"debt_level":"GENERAL",
"education":"S1",
"iswhatsapp":"yes",
"whatsapp_avatar":"yes",
"whatsapp_company_account":"no",
"idinquiriesuname_21d":"9",
"idinquiriesuname_30d":"11",
"topup_360_720_max":"100",
"topup_360_720_avg":"32",
"topup_0_360_min":"1",
"topup_180_360_avg":"51",
"preference_bank_60d":"0",
"A_II_360d":"20",
"A_PI_360d":"11"
}
}
```
- API出参
```python
{
"created_time": "2020-02-24 23:27:49",
"ml_score": 768,
"order_id": "测试订单",
"reason": "请求成功",
"status": 200,
"version": "0.0.1"
}
```
***
### 文件
- __web__ web层
- __util__ 通用工具
- __resources__ 资源配置
- __general_model__ 逻辑层
- __general_model.model__ 数据预处理和模型预测
- __general_model.dao__ 数据库操作
- __general_model.data__ 模型文件
- __start.sh__ 启动服务
- __stop.sh__ 关闭服务
### 服务部署
#### step1: 环境配置
1. 系统环境: centOS7.0+或ubuntu16.0+, 4G+内存
2. 安装anaconda3
<br> 安装包: Anaconda3-2019.03-Linux-x86_64.sh
<br> 安装: bash Anaconda3-2019.03-Linux-x86_64.sh
3. 安装依赖
<br> 依赖文件: requirements.txt
<br> 安装: pip install -r requirements.txt
#### step2: 启动/关闭服务
1. 启动服务命令: bash start.sh
2. 关闭服务命令: bash stop.sh
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一个完整的机器学习项目生产环境部署.zip
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2024-04-16
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温馨提示
机器学习(ML)是计算机系统为了有效地执行特定任务,不使用明确的指令,而依赖模式和推理使用的算法和统计模型的科学研究。它被视为人工智能的一个子集。机器学习算法构建一个基于样本数据的数学模型,称为“训练数据”,以便在没有明确编程来执行任务的情况下进行预测或决策。[1][2]机器学习算法用于各种应用,例如电子邮件过滤和计算机视觉,在这些应用中,开发用于执行任务的特定指令的算法是不可行的。机器学习与计算统计学密切相关,计算统计学侧重于使用计算机进行预测。算法优化的研究为机器学习领域提供了方法、理论和应用领域。数据挖掘是机器学习中的一个研究领域,侧重于探索性数据分析到无监督学习。[3][4]在跨业务问题的应用中,机器学习也被称为预测分析。
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