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mlops-meetup's Introduction

This repo is for the MLOps meetup. I'm using a realistic system to illustrate a few examples of things that I really like from the MLOps community.

This is not a good recommender system. It is for illustration of concepts, demonstration, and education.

Architecture

Instructions

Setting up

# convert the data to the right formats
python main.py initiate

python main.py training

python main.py make-indexes

Serving

uvicorn main:app

Adding a new day

python main.py date-increment

at this stage, take a look at the pdf export to see if it looks right. Then:

python main.py training
python main.py make-indexes

Dataset

Dataset is amazon reviews dataset for Musical Instruments.

https://jmcauley.ucsd.edu/data/amazon/

You might need to fill in a form saying why you want it.

mlops-meetup's People

Contributors

dataewan avatar

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