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Effective Amazon Machine Learning by Alexis Perrier

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Missing from Amazon ML

Amazon ML offers supervised learning predictions for classification (binary and multiclass) and regression problems. It offers some very basic visualization of the original data and has a preset list of data transformations, such as binning or normalizing the data. It is efficient and simple. However, several functionalities that are important to the data scientist are unfortunately missing from the platform. Lacking these features may not be a deal breaker, but it nonetheless restricts the scope of problems Amazon ML can be applied to.

Some of the common machine learning features Amazon ML does not offer are as follows:

  • Unsupervised learning: It is not possible to do clustering or dimensionality reduction of your ...

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