Machine learning audio course, teaching the fundamentals of machine learning and artificial intelligence. It covers intuition, models (shallow and deep), math, languages, frameworks, etc. Where your other ML resources provide the trees, I provide the forest. Consider MLG your syllabus, with highly-curated resources for each episode's details at ocdevel.com. Audio is a great supplement during exercise, commute, chores, etc.
https://ocdevel.com/mlg
episode 49: MLA 017 AWS Local Development
Show notes: ocdevel.com/mlg/mla-17
Developing on AWS first (SageMaker or other)
Consider developing against AWS as your local development environment, rather than only your cloud deployment environment. Solutions:
- Stick to AWS Cloud IDEs (Lambda, SageMaker Studio, Cloud9
-
Connect to deployed infrastructure via Client VPN
- Terraform example
- YouTube tutorial
- Creating the keys
- LocalStack
Infrastructure as Code
- Terraform
- CDK
- Serverless