Image Classifier built using Neural Networks With Tensorflow and GUI using Taipy
- GUI using Taipy - https://github.com/Avaiga/taipy
- Neural Network using Tensorflow - https://github.com/tensorflow
- Imports
- Loading the Dataset
- Map Class number to Class name
- Plot Samples along with their class names
- Normalize the Samples
- One Hot Encode the labels
- Defining the Neural network
- Traning the model
- Plotting the training results
- Evaluation of the model on test dataset
- Fetching predictions for every sample
- Plot Predictions
- Design GUI using Taipy and integrate model into it!!
![Screenshot 2024-02-16 173416](https://private-user-images.githubusercontent.com/123613605/305408692-535a6406-6427-4550-8ccc-aeb0ef1dfb0f.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MjM4NzI2MzcsIm5iZiI6MTcyMzg3MjMzNywicGF0aCI6Ii8xMjM2MTM2MDUvMzA1NDA4NjkyLTUzNWE2NDA2LTY0MjctNDU1MC04Y2NjLWFlYjBlZjFkZmIwZi5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjQwODE3JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI0MDgxN1QwNTI1MzdaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT1mOWMyNzgwNDRjYTA2MDIwNGUyOTA3MzY4MGQwNzZjOGUzYWZjODVlZGExNGU5ODdiYTY2NDc0ZTMzYjg0MDEyJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCZhY3Rvcl9pZD0wJmtleV9pZD0wJnJlcG9faWQ9MCJ9.ZSizMfNfFFBmwT9UjI0I82ZxupJ1NgLueQRy5hBdvL8)
![Screenshot 2024-02-16 174002](https://private-user-images.githubusercontent.com/123613605/305410085-3f38d748-2f0c-4e00-9bc5-dc9d2cca4861.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MjM4NzI2MzcsIm5iZiI6MTcyMzg3MjMzNywicGF0aCI6Ii8xMjM2MTM2MDUvMzA1NDEwMDg1LTNmMzhkNzQ4LTJmMGMtNGUwMC05YmM1LWRjOWQyY2NhNDg2MS5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjQwODE3JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI0MDgxN1QwNTI1MzdaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT0xZTU0NWFhZDMyYjcxMGY3OGJiMDY5NzEwNTAwZjBlZmZlYTE2MmZmMWRmODY1MmQ2ZmY2MDBlY2Q2N2MyNjNhJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCZhY3Rvcl9pZD0wJmtleV9pZD0wJnJlcG9faWQ9MCJ9.5tu8BAReWo7B7tbD25mpcp3gGvdoRW91-6OlF3OEizc)