Contents of this repository:
A) 3 codes:
- accuracy.txt: the main code to train a CNN model using Fashion MNIST dataset
- layer.py: code used when the model needs to be tweaked
- mail.py: executed when the Dev has to be notified about the best model created
B) Dataset: Fashion MNIST from Kaggle; link: https://www.kaggle.com/zalando-research/fashionmnist
C) 2 text files:
- accuracy.txt: to store the accuracy everytime when the model is completely trained
- control.txt: used during model-tweaking
The main code needs to be re-run after 1 complete model creation & training for the tweaking process to take place and keep repeating this cycle. To automate this process using DevOps refer to the article given below: https://www.linkedin.com/pulse/mlops-project-sarthak-sharma
Do update the code of mail.py; and update senders and reciever's EmailID
Remember to add a Gmail app password to the sender's ID for Login