How Microsoft Uses Machine Learning to Help You Build Machine Learning Pipelines
Last week at its Ignite Conference, Microsoft unveiled the preview version of Automated Machine Learning(ML), a component of Azure ML that allows non-data science experts to build machine learning pipelines. Microsoft's automated machine learning can be seen as their entrance in the popular Auto ML space which is quickly becoming one of the most active areas of research in the machine learning space. The work behind Microsoft's automated machine learning were outlined in a research paper published a few months ago. Building machine learning solutions in the real world is a never-ending cycle of different steps such as extracting features, identifying models, tuning hyperparameters, etc. Each one of these tasks requires specific expertise that results overwhelming to non-data scientists.