modernpacifist/ml-api

Repo created for hackathon 2023 in urfu magistracy course

Requirements

Poetry package >= 1.4

Run

Via poetry

$ cd ./src
$ poetry install
$ poetry run uvicorn main:app --reload --host 0.0.0.0 --port 8000

Via Docker

$ docker-compose up

Usage

http://81.200.147.126:8000/ - temporary VPS where you can try this API out.
The service uses FastApi as a REST handler so navigate to /docs for further exploration.

Request-Response example:

Request:

curl -X 'POST' \
  'http://81.200.147.126:8000/predict' \
  -H 'accept: application/json' \
  -H 'Content-Type: application/json' \
  -d '{
  "SkillFactory_Id": 1,
  "BirthDate": "1988-07-21",
  "education": "Высшее - специалист",
  "employment_status": "Работаю по найму полный рабочий день/служу",
  "Value": "9 - 10 лет",
  "JobStartDate": "2013-09-01",
  "Position": "начальник п",
  "MonthProfit": 180000,
  "MonthExpense": 90000,
  "Gender": 0,
  "Family_status": "Никогда в браке не состоял(а)",
  "ChildCount": 0,
  "SNILS": 0,
  "Merch_code": 77,
  "Loan_amount": 137000,
  "Loan_term": 18,
  "Goods_category": "Furniture"
}

Response:

{
  "Prediction": [
    {
      "BankA_decision": 0.9749183655,
      "BankB_decision": 0.849627912,
      "BankC_decision": 0.9924119711,
      "BankD_decision": 0.9652436972,
      "BankE_decision": 0.2378726006
    }
  ]
}