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Update tutorial-train-models-with-aml.md
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articles/machine-learning/service/tutorial-train-models-with-aml.md

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# Tutorial: Train image classification models with MNIST data and scikit-learn using Azure Machine Learning
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In this tutorial, you train a machine learning model on remote compute resources. You'll use the training and deployment workflow for Azure Machine Learning service (preview) in a Python Jupyter notebook. You can then use the notebook as a template to train your own machine learning model with your own data. This tutorial is **part one of a two-part tutorial series**.
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In this tutorial, you train a machine learning model on remote compute resources. You'll use the training and deployment workflow for Azure Machine Learning service in a Python Jupyter notebook. You can then use the notebook as a template to train your own machine learning model with your own data. This tutorial is **part one of a two-part tutorial series**.
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This tutorial trains a simple logistic regression by using the [MNIST](http://yann.lecun.com/exdb/mnist/) dataset and [scikit-learn](https://scikit-learn.org) with Azure Machine Learning service. MNIST is a popular dataset consisting of 70,000 grayscale images. Each image is a handwritten digit of 28 x 28 pixels, representing a number from zero to nine. The goal is to create a multiclass classifier to identify the digit a given image represents.
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If you don’t have an Azure subscription, create a free account before you begin. Try the [free or paid version of Azure Machine Learning service](https://aka.ms/AMLFree) today.
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>[!NOTE]
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> Code in this article was tested with Azure Machine Learning SDK version 1.0.41.
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> Code in this article was tested with [Azure Machine Learning SDK](https://docs.microsoft.com/python/api/overview/azure/ml/intro?view=azure-ml-py) version 1.0.57.
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## Prerequisites
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