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filippofinke / insta-learn
Machine learning based follow unfollow algorithm
dev-master
2022-01-29 15:08 UTC
Requires
- php-ai/php-ml: ^0.8.0
- tuqqu/gender-detector: ^0.2.0
This package is auto-updated.
Last update: 2025-03-01 00:43:38 UTC
README
Class that allows you to predict whether a user will return a follow or not.
Labels:
- follow_back
- not_follow_back
WARNING: the dataset in data/data.csv doesn't contain real data.
How to install
composer require filippofinke/insta-learn
How to use
<?php use FilippoFinke\InstaLearn; use FilippoFinke\User; require_once __DIR__ . '/vendor/autoload.php'; ini_set('memory_limit', '-1'); // Loading from a model $il = new InstaLearn('model.model'); // Or $il->load('model.model'); // Creating a user $user = new User(); // Get 'nasa' from the instagram API $user->load('nasa'); // Predict the result $prediction = $il->predict($user); var_dump($prediction); // Output: string(15) "not_follow_back"
How to train
<?php use FilippoFinke\InstaLearn; // Get the CsvDataset $il = new InstaLearn(); // Train the classifier $il->train('data/data.csv'); // Save the model $il->save($model);
How to get the training data
You have to do it by yourself.
Visualization
red = follow_back, green = not_follow_back
Authors
- Filippo Finke