Virtual Environments
Readings
- Pipenv: Python Dev Workflow for Humans
- Getting Started with Python Virtual Environments - Venv
- Getting started with Python Virtual Environments using Conda: Why
- Getting started with Python Virtual Environments using Conda: How
Virtual Machines
Setup/Installations (OPTIONAL)
Containers
Readings
- Dockers Getting Started
- Docker Best Practices
- Docker WorkShop for Beginners
- Docker Labs
- Software Development with Docker
- Make Code Accessible with these Cloud Services
- Install Dockers on Windows 10 Home
Dask
Readings
- Dockers Getting Started
- Why every Data Scientist should use Dask? - If you love Pandas dataframes then you will love Dask. Think of Dask as Dataframes on steroids
- Pandas, Dask or PySpark? What Should You Choose for Your Dataset? - This is a good overview on when to use which tool/framework
References (OPTIONAL):
TF Data, TF Records:
Readings
- Building high performance data pipelines to train machine learning models - Overview of creating TF Data & TF Records for building efficient data pipelines in your Deep Learning Models