Trained models for tensorflow ocr

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I start the course of tensorflow in udacity, and simultaneously I am looking on the web for the topic.

I suppose that the typical use cases are well solved already, in a better way that i can achieve by my own. In other words in some place exists trained models for usual cases ready to use. I found zooModels that if I undestand properly is the thing that i looking for. but I can't realize that there does not exist a ocr model published that can recognise a number in a image:

image example

Do i need to train my own model? Is there a repository that i don't know?

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