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在生产中训练机器学习

[英]Training Machine Learning in Production

原文 2020-01-20 01:14:11 9 1 python/ machine-learning/ data-science

Is there a way to train your machine learning model in the cloud?有没有办法在云端训练你的机器学习模型？ Or does it really have to be batch training?还是真的必须是批量训练？ ie (Pull some data on SQL, then feed that to the model)即（在 SQL 上提取一些数据，然后将其提供给模型）

What i was thinking is implementing my own model from scratch, use Stochastic Gradient Descent to update the parameters for every row from the database.我在想的是从头开始实现我自己的模型，使用随机梯度下降来更新数据库中每一行的参数。

1 个解决方案

I think you are looking for something like GCP AI platform我认为您正在寻找类似GCP AI 平台的东西

You can use BigQuery to store your data and do some analytics and perform inbuilt ML models.您可以使用BigQuery来存储数据并进行一些分析并执行内置的 ML 模型。
AI Platform Notebooks for manage your notebooks用于管理笔记本的AI Platform Notebooks
Check this list for built in algorithms in GCP检查此列表以了解 GCP 中的内置算法
Or if you have a your model, you can use cloud resources to run your model.或者，如果您有模型，则可以使用云资源来运行模型。 check this link how to use GCP resources for your model检查此链接如何为您的模型使用 GCP 资源

安排训练和测试机器学习 - Schedule training and testing machine learning

简单的机器学习模型训练回归南 - Simple Machine learning model training returning Nan

Python 中的 OCR 机器学习 - 使用 keras 训练模型 - OCR Machine Learning in Python -Training model with keras

Azure 机器学习在训练样本上失败 - Azure machine learning failing on sample for training

训练基于个性化的机器学习模型 - Training personalized based machine learning models

训练过程中过多的步骤会否影响机器学习的训练过程？ - Will excessive steps during training mess up the training process in Machine Learning?

Scikit-learn 机器学习模型训练使用多个 CPU - Scikit-learn machine learning models training using multiple CPUs

如何将参数传递给Azure机器学习服务中的训练脚本？ - How to pass parameters to a training script in Azure Machine Learning service?

如何避免重新训练机器学习模型 - How do I avoid re-training machine learning models

建议：训练机器学习时保留客户端 ID model - Advice re: retaining client ID when training machine learning model

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相关问题 安排训练和测试机器学习 - Schedule training and testing machine learning 简单的机器学习模型训练回归南 - Simple Machine learning model training returning Nan Python 中的 OCR 机器学习 - 使用 keras 训练模型 - OCR Machine Learning in Python -Training model with keras Azure 机器学习在训练样本上失败 - Azure machine learning failing on sample for training 训练基于个性化的机器学习模型 - Training personalized based machine learning models 训练过程中过多的步骤会否影响机器学习的训练过程？ - Will excessive steps during training mess up the training process in Machine Learning? Scikit-learn 机器学习模型训练使用多个 CPU - Scikit-learn machine learning models training using multiple CPUs 如何将参数传递给Azure机器学习服务中的训练脚本？ - How to pass parameters to a training script in Azure Machine Learning service? 如何避免重新训练机器学习模型 - How do I avoid re-training machine learning models 建议：训练机器学习时保留客户端 ID model - Advice re: retaining client ID when training machine learning model

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