README.md

Data Mining from scratch backend

Currently living here
Since the API is hosted using render's free tier,
every time 15 minutes goes by it gets shut down.
If a request is made while it is shut down, the web service
has to spin back up again which takes roughly 1 minute

Example Useage

import requests
import json

request_params = {
    "arguments": {
        "epochs": 100,
        "activation_func": "tanh",
        "hidden_size": 8,
        "learning_rate": 0.01
    }
}

headers = {
    "Content-Type": "application/json",
}

r = requests.post(
    "https://data-mining-from-scratch-backend.onrender.com/neural-network",
    headers=headers,
    data=json.dumps(request_params),
)

model_data = r.json()
print(model_data)

Parameter Options

• End Points:
  

  -"neural-network"
  

  • "kmeans-clustering"
    -"kmedoid-clustering"
    -"heirarchical-clustering"
    

• Algorithm Specific Arguments

  • neural-network
    • epochs: any integer
    • activation_func: tanh, sigmoid, or relu
    • hidden_size: must be an even integer
    • learning_rate: any floating point number