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Questions tagged with Amazon SageMaker Canvas

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Data sources, integrations and exporting

Hello there, so I've been using SageMaker Canvas for quite a few machine learning models now (lots of them are simple two-category model types, some of them are a time forecasting type of models). Because I am farely new to machine learning technologies and found Sagemaker Canvas few months ago I am not able to implement some serious machine learning algorithms through a SageMaker Studio. Canvas seems convenient and very simple for use but I am looking for a way of implementing a solution for my use case. I have an use case of having a automated machine learning model that could train on a latest dataset from a existing MySQL database. > One idea for example is of automatic importing CSV files from a existing S3 bucket which would hold the latest datasets of data in a CSV file that some API would on specific time period export the data from a existing database in CSV format and upload to the S3 so that the Sagemaker Canvas could retrieve those files automatic and the training of a models would be automated as well. But I could not find any of the existing implementions of a similar solutions as well I think in this version, Canvas does not support any of those functionalities. It would be also a convenient if I could target SageMaker Canvas through a AWS SDK Javascript V3 client for importing datasets & exporting predictions, but I could not find any of the documentation as well. I have found a re:Post question regarding to SageMaker Canvas integrations possibilities, but the answer provided regarding to the SageMaker Autopilot API seems useless for my usecase. Are there any possibilities of targeting Sagemaker via API? As well are there any plans of provided several new data sources for importing the data sets (the ones QuickSight support - especially MySQL data source could be much appreciated)? I appreciate any information in advance, best regards
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