Learn to Containerize Algorithms Deploy to AWS with App Runner

Channel:
United States Pragmatic AI Labs
Subscribers:
17,700
Published on ● Video Link: https://www.youtube.com/watch?v=SWAqetwqPiU


Duration: 1:14:41
522 views
19

Learn to build greedy algorithms, then convert them to microservices and finally containerized them and deploy to AWS with App Runner.

00:00 Intro
00:38 Github Code Repo of Traveling Salesman Problem
02:00 Overview of Cities in Problem
04:50 Launching Github Codespaces to work on problem
06:30 Cleaning up the code and fixing Makefile and Lint
09:30 Running simulations and minimizing the cost
14:00 Pinning version numbers in requirements.txt
16:00 Setup Github Actions
19:00 Fixing Python Black error
21:32 Create Github Actions Status Badge
25:00 Creating FastAPI Microservice
28:00 Building Greedy Coin Change Microservice
36:00 Deploying Python FastAPI Microservice to AWS with App Runner
46:00 Theory of logic to containerization
51:00 Building Containerized C# Service in AWS Cloud9 and App Runner
01:03:44 Testing via Curl in AWS CloudShell
01:06:00 Building Containerized FastAPI Service in AWS Cloud9 and App Runner
01:11:03 Pushing to Amazon ECR
01:14:00 Testing via FastAPI App Runner API with Swagger UI

If you enjoyed this video, here are additional resources to look at:

Coursera + Duke Specialization: Building Cloud Computing Solutions at Scale Specialization: https://www.coursera.org/specializations/building-cloud-computing-solutions-at-scale

O'Reilly Book: Practical MLOps: https://www.amazon.com/Practical-MLOps-Operationalizing-Machine-Learning/dp/1098103017

O'Reilly Book: Python for DevOps: https://www.amazon.com/gp/product/B082P97LDW/

Pragmatic AI: An Introduction to Cloud-based Machine Learning: https://www.amazon.com/gp/product/B07FB8F8QP/

Pragmatic AI Labs Book: Python Command-Line Tools: https://www.amazon.com/gp/product/B0855FSFYZ

Pragmatic AI Labs Book: Cloud Computing for Data Analysis: https://www.amazon.com/gp/product/B0992BN7W8


Pragmatic AI Book: Minimal Python: https://www.amazon.com/gp/product/B0855NSRR7

Pragmatic AI Book: Testing in Python: https://www.amazon.com/gp/product/B0855NSRR7

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