/flask_ml_API

Flask API test

Primary LanguageJupyter Notebook

flask_ml_API

Flask API test

Test POC for end to end Machine Learning API development

  1. Train model,
  2. Pickle,
  3. Publish as endpoint API

To start, run python service.py and then go to http://127.0.0.1:5000/?text=Windows%20is%20a%20operating%20system

links

building-a-text-classifier-using-python-and-docker

flask docker tutorial

venv

python3 -m venv  ~/.virtualenvs/flask
source ~/.virtualenvs/flask/bin/activate
pip install flask
pip install sklearn
flask run

& then go to http://127.0.0.1:5000/?text=Windows%20is%20a%20operating%20system

docker

docker build -t test/text-classifier-service .
docker run -it --rm -p 5000:5000 test/text-classifier-service

& then go to http://127.0.0.1:5000/?text=Windows%20is%20a%20operating%20system