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DVC NLP Stackoverflow Tag Predictor

  • we will build simple binary classfication to classify Stackoverflow question into Python tags or non Python Tags.
  • This project is simple implementation of End To End ML Pipeline using DVC Tool.
  • Using GitHub Actions for tracking ML Workflow.
  • Used DVC to monitor end to end pipeline results.

Project Workflow

project_workflow

dvc-project-template

DVC project template

conda create --prefix ./env python=3.7 -y
conda activate ./env

OR

source activate ./env

STEP 04- install the requirements

pip install -r requirements.txt

STEP 05- initialize the dvc project

dvc init

STEP 06- reproduce training

dvc repro