Miniconda

Create a new conda environment: 'conda create --name data_science_env python=3.8'

Activate the environment: 'conda activate data_science_env'

Install necessary packages: 'conda install pandas scikit-learn matplotlib'

Create a new conda environment: 'conda create --name web_dev_env python=3.9'

Activate the environment: 'conda activate web_dev_env'

Install web development packages: 'conda install flask requests'

Create a conda environment from an environment.yml file: 'conda env create -f environment.yml'

Activate the environment: 'conda activate research_env'

Run the research scripts within the environment.

Create a conda environment for model deployment: 'conda create --name ml_deployment_env python=3.7'

Activate the environment: 'conda activate ml_deployment_env'

Install model dependencies: 'conda install tensorflow scikit-learn'

Create a conda environment for legacy code: 'conda create --name legacy_env python=2.7'

Activate the environment: 'conda activate legacy_env'

Install required packages: 'conda install numpy==1.15 pandas==0.23'