Operations Research

https://github.com/DEAP/deap

Operations Research Algorithms

The genesis of this code is from an Operations Research course at the UC Davis MBA program with Dr.David L Woodruff:
http://faculty.gsm.ucdavis.edu/~dlw/

To run container

docker build -t fastapi:latest . docker run -p 127.0.0.1:8080:8080 fastapi:latest

A. Then push to ECR

B. Deploy via AWS App Runner

Randomized Start with Greedy Path Solution for TSP

You can see a solution here: https://github.com/noahgift/or/blob/master/greedy-random-tsp.py

(.venv) codespace ➜ ~/workspace/or (master ✗) $ ./greedy-random-tsp.py 10
Running simulation 10 times
Shortest Distance: 129
Optimal Route: [(b'URS', b'WFC', 0), (b'WFC', b'GPS', 1), (b'GPS', b'PCG', 1), (b'PCG', b'MCK', 3), (b'MCK', b'SFO', 16), (b'SFO', b'ORCL', 20), (b'ORCL', b'HPQ', 12), (b'HPQ', b'GOOG', 6), (b'GOOG', b'AAPL', 11), (b'AAPL', b'INTC', 8), (b'INTC', b'CSCO', 6), (b'CSCO', b'EBAY', 0), (b'EBAY', b'SWY', 32), (b'SWY', b'CVX', 13)]
(.venv) codespace ➜ ~/workspace/or (master ✗) $ 

Examples of greedy algorithms and random choices

• Colab Notebook on Greedy Algorithms and random choices
• GCP Flask application serving our "greedy coin choices"

YouTube Series on Business Analytics

• YouTube Business Analytics Lectures
• YouTube Containerize Algorithms to AWS and on O'Reilly-Watch on O'Reilly Media: https://learning.oreilly.com/videos/learn-to-containerize/02202022VIDEOPAIML/