Git Product home page Git Product logo

using-devops-automation-for-model-auto-retraining's Introduction

mlopstask3

Contents of this repository:

A) 3 codes:

  1. accuracy.txt: the main code to train a CNN model using Fashion MNIST dataset
  2. layer.py: code used when the model needs to be tweaked
  3. 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:

  1. accuracy.txt: to store the accuracy everytime when the model is completely trained
  2. 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


using-devops-automation-for-model-auto-retraining's People

Contributors

sarthaksharma5 avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.