https://github.com/walkerdustin/ml-services-api

API for a ML model, that predicts the quality of a wine (from 0 to 10) using some chemical attributes of the wine
https://github.com/walkerdustin/ml-services-api

ai artificial-intelligence fastapi heroku heroku-deployment machine-learning rest restful-api

Last synced: 8 days ago
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API for a ML model, that predicts the quality of a wine (from 0 to 10) using some chemical attributes of the wine

• Host: GitHub
• URL: https://github.com/walkerdustin/ml-services-api
• Owner: walkerdustin
• License: mit
• Created: 2021-12-06T12:35:45.000Z (almost 3 years ago)
• Default Branch: master
• Last Pushed: 2023-03-11T17:51:05.000Z (over 1 year ago)
• Last Synced: 2024-10-12T02:43:53.489Z (about 1 month ago)
• Topics: ai, artificial-intelligence, fastapi, heroku, heroku-deployment, machine-learning, rest, restful-api
• Language: PureBasic
• Homepage:
• Size: 657 KB
• Stars: 2
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# backend API for a ml Service

>the API is live  

[Frontend]( https://predict-red-wine-quality-with-ml.netlify.app  )  

[Backend](https://predict-wine-quality-api.herokuapp.com/docs#/default/get_body_predict_post)

backend with Python FastApi https://fastapi.tiangolo.com/

API for a ML model, that predicts the quality of a wine (from 0 to 10) using some chemical attributes of the wine

## commands

Run server

```bash

uvicorn main:app --reload

```

## API

```bash

https://predict-wine-quality-api.herokuapp.com/predict

```

POST request with body

```

{

 "volatile acidity": 0.7,

 "citric acid": 0.0,

 "residual sugar": 1.9,

 "chlorides": 0.076,

 "free sulfur dioxide": 11.0,

 "total sulfur dioxide": 34.0,

 "density": 0.9978,

 "pH": 3.51,

 "sulphates": 0.56,

 "alcohol": 9.4

}

```