Project_Guideline.md

End-to-End Machine Learning Project Guideline

Table of contents

• 1. Project Environment Setup
  • 1.1 Setup Conda Env

1. Project Environment Setup

1.1. Setup Conda Env

1.1.1. Create Conda Env from Stratch

conda create --prefix ./env pandas numpy matplotlib scikit-learn jupyter

1.1.2. Create Conda Env from a base env

• Step 1: Go to Base Env folder and export the base conda env to environment.yml file
  • Note: open environment.yml file by vim environment.yml to open the file → To exit Vim: press ESC then ; then q to exit

conda env list #to list down current env
conda activate /Users/quannguyen/Data_Science/Conda/env #Activate the base conda env
conda env export > environment.yml #Export base conda env to environment.yml file
conda deactivate #de-activate env once done

• Step 2: Go to current project folder and create the env based on environment.yml file

conda env create --prefix ./env -f environment.yml

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