travishorn / ml

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Machine Learning

Create and browse visual drawings and charts. Based on Radu Mariescu-Istodor's No Black Box Machine Learning Course for freeCodeCamp.

Installation

Clone this repository

git clone https://github.com/travishorn/ml

Change into the directory

cd ml

Install dependencies

npm install

Migrate the database

npx knex migrate:latest

Seed the database

npx knex seed:run

Start the development server

npm run dev

Go to http://localhost:5173

Create training data (drawings)

Go to http://localhost:5173

Click on Draw

Click to draw the item indicated on the screen, then click Done

Repeat as many times as desired to continually add training data.

Browse training data (drawings)

Go to http://localhost:5173

Click on Browse

Scroll to view submitted drawings

Predict

Go to http://localhost:5173

Click on Predict

The chart at the top plots data on two features: width and height.

Draw in the box at the bottom. As you draw, the features of your drawing are plotted alongside the training data.

To do (under development):

A prediction is made based on the nearest neighbors to your drawing.

License

The MIT License (MIT)

Copyright © 2023 Travis Horn

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the “Software”), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

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License:MIT License


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