Check estimators folder for example how to train a canned estimator and load it elsewhere and predict
To train your own minist characters, check mnist/tmnist.ipynb.
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Copy your own mnist data(images of 28X28 ) in the images/training , images/testing folder and start training.
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Run server.py file and load the trained model and predict the output. Point your browser to http://localhost:8080