ImageClassification

A Restful API Practice. ImageClassification API use machine learning to classify images.

API Functions

Register: user can register username and password, and API can verify user exist or wrong password

• Method: POST
• Status code: 200 OK/ 301 invalid username / 302 invalid password

Classify : user can provide a image location (url of jpg file), API can classify the things such as animal, human, non-human things... in images. And API set up the tokens the user have, user have to pay tokens to classify image.

• Method: POST
• Status code: 200 OK/ 301 invalid username / 302 invalid password / 303 out of tokens

Refill : if user has enough tokens, API admin can refill the tokens

• Method: POST
• Status code: 200 OK/ 301 invalid username / 304 invalid admin_password

Technologies

Backend

• Programming Language : Python 3.6.7
• Framework : flask

Database

• MongoDB 4.4.2

Library

• Tensorflow / model: Inception v3
• Numpy
• Bcrypt

Deployment

• Docker
• AWS EC2