This repository is the support for three articles:
- Production Machine Learning Pipeline for Text Classification with fastText
- Classifying 4M Reddit posts in 4k subreddits: an end-to-end machine learning pipeline
- What did I Learn about CI/CD for Machine Learning
- fastText is a library for efficient text classification and representation learning.
Check the code in commands.py to see how to use fastText's Python bindings.
- Valohai is a machine learning platform that automates MLOps and record keeping.
Check the code in valohai.yaml to see how to integrate your custom ML code with Valohai.
- FastAPI is a web framework for high performance, easy to learn, fast to code and ready for production.
Check the code in api.py to see how to create models and prediction endpoints.