Reclassify digits via app links
Minor bug fixes
A personal project that applies machine learning proficiency. The app allows users to draw a number on the phone, and using the raw pixels of this drawing as input, the model predicts with high accuracy what the number is.
The project involved:
+ Using the existing MNIST dataset.
+ Applying data augmentation techniques to increase dataset.
+ Developing, training, debugging, and optimizing multiple deep learning models.
+ Deploying the best model to TensorFlow mobile.
+ Developing a backend web API that collects users usage of the app to continue to train the model.
+ Over 20,000 observations have been collected to date from users interacting with the app.
Tools used:
+ TensorFlow
+ Python
+ Apache
+ Node.js
+ Express
This version of MNIST App Android App comes with one universal variant which will work on all the Android devices.
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