在Android设备中使用sklearn [英] Using sklearn in android device
问题描述
我目前正在使用sklearn对从Android设备收集的传感器数据进行机器学习.
I am currently using sklearn doing machine learning for the sensor data I collected from an android device.
但是,关键是我需要在训练模型后进行预测.由于在很短的时间内会生成大量传感器数据,因此我最后的选择是在服务器或其他机器上进行预测.
But the thing is I need to do predictions after the model is trained. Since there will be lots of sensor data generated in a very short time, doing predicting in a server or some other machine is my last choice.
然后我想到有什么办法可以在android中做sklearn吗?我可以想到三种解决方案:
Then it comes to me that is there a way I could do sklearn in android? I could think of three solutions:
-
是否可以在android中运行sklearn并让sklearn脚本进行预测?
Is it possible to run sklearn in android and just let the sklearn script to do the prediction?
如果不为1,我是否可以使用Java(android)中的某个中间库来提取我在python中训练的模型?
If not 1, is it possible for me to use some intermediate library in java (android) to pick up the model I trained in python?
如果不是1和2,我是否可以使用android平台支持的其他一些机器学习库?
If not 1 and 2, is it possible for me to use some other machine learning library that is supported in the android platform?
推荐答案
我正在研究一个名为 sklearn的项目-porter ,将训练有素的模型移植到C,Java和JavaScript等低级编程语言.在给定的时间将添加更多的分类器和回归器.
I work on a project that called sklearn-porter which ports trained models to a low level programming language like C, Java and JavaScript. More classifiers and regressors will be added at given time.
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