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Potato Diseases Classification Project

AWS CI/CD - End-to-End Deep Learning Project with DVC

Code and Resources Used

Python Version: 3.8
Packages: numpy, pandas, matplotlib, tensorflow, flask, dvc
Dataset: https://www.kaggle.com/datasets/mukaffimoin/potato-diseases-datasets/data
Create Anaconda environment:

  • conda create -p venv python=3.8 -y
  • pip install -r requirements.txt

Data Version Control(DVC) commands

  • dvc init -> Initialize DVC
  • dvc repro -> Reproduce the pipeline definition in "dvc.yml"
  • dvc dag -> Visualize pipeline structure