readings.md

layout	title	description	nav_order
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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)

• How to Install a Windows 10 on Your Mac
• Enable Virtual Machines in Windows 10

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):

• Dask Tutorial

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

References (OPTIONAL):

• tf.data: Build TensorFlow input pipelines