Kidney-Disease-Classification

How to run?

STEPS:

Clone the repository

https://github.com/AzizKorbi/Kidney-Disease-Classification/tree/main

STEP 01- Create a conda environment after opening the repository

conda create -n cnncls python=3.8 -y

conda activate cnncls

MLflow

• Documentation

• MLflow tutorial

cmd

• mlflow ui

dagshub

dagshub

MLFLOW_TRACKING_URI=https://dagshub.com/AzizKorbi/Kidney-Disease-Classification.mlflow MLFLOW_TRACKING_USERNAME=AzizKorbi MLFLOW_TRACKING_PASSWORD=5f77627c20b6fd4a3554a071d61ce51a044afb10 python script.py

Run this to export as env variables:

export MLFLOW_TRACKING_URI=https://dagshub.com/AzizKorbi/Kidney-Disease-Classification.mlflow

export MLFLOW_TRACKING_USERNAME=AzizKorbi 

export MLFLOW_TRACKING_PASSWORD=5f77627c20b6fd4a3554a071d61ce51a044afb10

DVC cmd

1. dvc init
2. dvc repro
3. dvc dag

About MLflow & DVC

MLflow

• Its Production Grade
• Trace all of your expriements
• Logging & taging your model

DVC

• Its very lite weight for POC only
• lite weight expriements tracker
• It can perform Orchestration (Creating Pipelines)