Name		Name	Last commit message	Last commit date
parent directory ..
create-first-ml-experiment		create-first-ml-experiment
image-classification-mnist-data		image-classification-mnist-data
machine-learning-pipelines-advanced		machine-learning-pipelines-advanced
regression-automl-nyc-taxi-data		regression-automl-nyc-taxi-data
README.md		README.md

README.md

Azure Machine Learning Tutorials

Azure Machine Learning, a cloud-based environment you can use to train, deploy, automate, manage, and track ML models.

Azure Machine Learning can be used for any kind of machine learning, from classical ML to supervised, unsupervised, and deep learning.

This folder contains a collection of Jupyter Notebooks with the code used in accompanying step-by-step tutorials.

If you are using an Azure Machine Learning Notebook VM, everything is already set up for you. Otherwise, see the get started creating your first ML experiment with the Python SDK tutorial.

The following tutorials are intended to provide an introductory overview of Azure Machine Learning.

Tutorial	Description	Notebook	Task	Framework
Train your first ML Model	Learn the foundational design patterns in Azure Machine Learning and train a scikit-learn model based on a diabetes data set.	tutorial-quickstart-train-model.ipynb	Regression	Scikit-Learn
Train an image classification model	Train a scikit-learn image classification model.	img-classification-part1-training.ipynb	Image Classification	Scikit-Learn
Deploy an image classification model	Deploy a scikit-learn image classification model to Azure Container Instances.	img-classification-part2-deploy.ipynb	Image Classification	Scikit-Learn
Use automated machine learning to predict taxi fares	Train a regression model to predict taxi fares using Automated Machine Learning.	regression-part2-automated-ml.ipynb	Regression	Automated ML

The following tutorials are intended to provide examples of more advanced feature in Azure Machine Learning.

Tutorial	Description	Notebook	Task	Framework
Build an Azure Machine Learning pipeline for batch scoring	Create an Azure Machine Learning pipeline to run batch scoring image classification jobs	tutorial-pipeline-batch-scoring-classification.ipynb	Image Classification	TensorFlow
Complete these tutorials to learn how to train and deploy models using Azure Machine Learning services and Python SDK. These Notebooks accompany the tutorial articles for: