Machine Learning Guide

AWS development environments for local and cloud deployment can differ significantly, leading to extra complexity and setup during cloud migration. By developing directly within AWS environments, using tools such as Lambda, Cloud9, SageMaker Studio, client VPN connections, or LocalStack, developers can streamline transitions to production and leverage AWS-managed services from the start. This episode outlines three primary strategies for treating AWS as your development environment, details the benefits and tradeoffs of each, and explains the role of infrastructure-as-code tools such as Terraform and CDK in maintaining replicable, trackable cloud infrastructure. Links Notes and resources at ocdevel.com/mlg/mla-17 Try a walking desk stay healthy & sharp while you learn & code Docker Fundamentals for Development Docker containers encapsulate operating systems, packages, and code, which simplifies dependency management and deployment. Files are added to containers using either the COPY command for