This repository is a tutorial for beginners who want to learn how to develop end to end machine learning system.
machine_learning_based_calculator
├── file_operations
│ ├── __init__.py
│ └── file_handlers.py
├── helpers
│ ├── __init__.py
│ └── application_helpers.py
├── machine_learning_data
│ ├── subtraction.csv
│ └── summation.csv
├── machine_learning_models
│ ├── subtraction_machine_learning_model.pickle
│ └── summation_machine_learning_model.pickle
├── static
│ ├── css
│ │ ├── materialize.min.css
│ │ └── style.css
│ ├── fonts
│ │ └── roboto
│ │ ├── Roboto-Bold.woff
│ │ ├── Roboto-Bold.woff2
│ │ ├── Roboto-Light.woff
│ │ ├── Roboto-Light.woff2
│ │ ├── Roboto-Medium.woff
│ │ ├── Roboto-Medium.woff2
│ │ ├── Roboto-Regular.woff
│ │ ├── Roboto-Regular.woff2
│ │ ├── Roboto-Thin.woff
│ │ └── Roboto-Thin.woff2
│ └── js
│ ├── materialize.min.js
│ └── server_request_handler.js
├── templates
│ └── main_page.html
├── README.md
├── subtraction_model_creator.py
├── summation_model_creator.py
└── web_application_backend.pyMachine Learning Based Calculator Usage
main_page.html is the web application's user interface.
server_request_handler.js is the javascript application which enables interactions between user interface and web application's backend.
web_application_backend.py is the web application's backend that renders main_page.html and serves trained summation machine learning model and trained subtraction machine learning model as APIs.
summation_model_creator.py uses summation.csv in order to produce trained summation machine learning model.
subtraction_model_creator.py uses subtraction.csv in order to produce trained subtraction machine learning model.