@dogma-project/ml

Dogma Project Machine Learning

Dogma Machine Learning is a ML framework in an active development. Currently finished only text classification module.

Installation

git clone [e-mail]:Dogma-Project/machine-learning.git

or

npm i dogma-ml

Usage

Runtime demo

npm run example

Example

import { TextClassifier } from "dogma-ml";

async function run() {
  const dataset = [
    { input: "Hello world!", output: 0 },
    { input: "Hi there!", output: 0 },
    { input: "Hi", output: 0 },
    { input: "Hello my friend!", output: 0 },
    { input: "Hey, hi", output: 0 },
    { input: "Bye bye!", output: 1 },
    { input: "Bye, no hello", output: 1 }, // edit
    { input: "See you later!", output: 1 },
    { input: "Goodbye dude!", output: 1 },
    { input: "Good bye", output: 1 },
  ];
  const classifier = new TextClassifier({});
  const path = "data/model.json";
  try {
    await classifier.loadModel(path);
    console.log("Model loaded");
  } catch (err) {
    // err
  }
  const _res = await classifier.train(dataset);
  console.log("NOT PREDICTED:", _res.notPredicted);
  await classifier.saveModel(path);
  const res1 = classifier.predict("Hi, my dear friend!");
  const res2 = classifier.predict("Bye, see you later!");
  console.log(res1);
  console.log(res2);
}

run();

OR

import { MarkovGen } from "dogma-ml";

const markov = new MarkovGen({
  input: ["array of sentences", "to base the chains on", "should go here"],
  minLength: 10,
});

markov.makeChain().then(console.log).catch(console.error);

History

TODO: Write history

Credits

TODO: Write credits

License

MIT License

Copyright (c) 2023 Dogma Project

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.