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# Explanation
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A lot more details and discussion about the problem context and approaches of GreatAI can be found in my thesis.
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<div style="display: flex; justify-content: space-evenly;" markdown>
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[::fontawesome-solid-graduation-cap: Download](thesis/main.py){ .md-button .md-button--primary }
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</div>
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@ -12,7 +12,7 @@
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<meta name="author" content="András Schmelczer">
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<link rel="icon" href="../assets/images/favicon.png">
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<link rel="icon" href="../media/favicon.ico">
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<meta name="generator" content="mkdocs-1.3.0, mkdocs-material-8.3.9">
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@ -69,6 +69,11 @@
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<label class="md-overlay" for="__drawer"></label>
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<div data-md-component="skip">
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<a href="#explanation" class="md-skip">
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Skip to content
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</a>
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</div>
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<div data-md-component="announce">
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@ -244,13 +249,74 @@
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_2" type="checkbox" id="__nav_2" >
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<label class="md-nav__link" for="__nav_2">
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Tutorial
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" aria-label="Tutorial" data-md-level="1">
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<label class="md-nav__title" for="__nav_2">
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<span class="md-nav__icon md-icon"></span>
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Tutorial
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../tutorials/" class="md-nav__link">
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Tutorials
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<a href="../tutorial/" class="md-nav__link">
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Train and deploy a SOTA model
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../tutorial/train/" class="md-nav__link">
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Train your model
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../tutorial/deploy/" class="md-nav__link">
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Harden and deploy your app
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</a>
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</li>
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</ul>
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</nav>
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</li>
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@ -259,13 +325,107 @@
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_3" type="checkbox" id="__nav_3" >
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<label class="md-nav__link" for="__nav_3">
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User Guides
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" aria-label="User Guides" data-md-level="1">
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<label class="md-nav__title" for="__nav_3">
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<span class="md-nav__icon md-icon"></span>
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User Guides
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_3_1" type="checkbox" id="__nav_3_1" >
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<label class="md-nav__link" for="__nav_3_1">
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Simple AI lifecycle with classification
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" aria-label="Simple AI lifecycle with classification" data-md-level="2">
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<label class="md-nav__title" for="__nav_3_1">
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<span class="md-nav__icon md-icon"></span>
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Simple AI lifecycle with classification
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../how-to-guides/" class="md-nav__link">
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How-To Guides
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<a href="../simple/data/" class="md-nav__link">
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Train a domain classifier on the semantic scholar dataset
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../simple/train/" class="md-nav__link">
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Train a domain classifier on the semantic scholar dataset
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../simple/deploy/" class="md-nav__link">
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Train a domain classifier on the semantic scholar dataset
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</a>
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</li>
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</ul>
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</nav>
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</li>
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</ul>
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</nav>
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</li>
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@ -296,6 +456,8 @@
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<input class="md-nav__toggle md-toggle" data-md-toggle="toc" type="checkbox" id="__toc">
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<a href="./" class="md-nav__link md-nav__link--active">
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Explanation
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@ -305,21 +467,6 @@
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<li class="md-nav__item">
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<a href="../simple-mag/train/" class="md-nav__link">
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Train a field of study (domain) classification of sentences on the MAG dataset
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</a>
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</li>
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</ul>
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</nav>
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</div>
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@ -337,6 +484,8 @@
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</nav>
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</div>
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@ -357,16 +506,18 @@
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<h1>Explanation</h1>
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<h1 id="explanation">Explanation<a class="headerlink" href="#explanation" title="Permanent link">#</a></h1>
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<p>A lot more details and discussion about the problem context and approaches of GreatAI can be found in my thesis.</p>
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||||
<div style="display: flex; justify-content: space-evenly;">
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<p><a class="md-button md-button--primary" href="thesis/main.py">:<span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 640 512"><!--! Font Awesome Free 6.1.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2022 Fonticons, Inc.--><path d="M623.1 136.9 340.4 35.7a62.951 62.951 0 0 0-42.43 0L16.05 136.9C6.438 140.4 0 149.6 0 160s6.438 19.65 16.05 23.09l60.02 21.51c-11.89 15.8-20.26 34.16-24.55 53.95C40.05 263.4 32 274.8 32 288c0 9.953 4.814 18.49 11.94 24.36l-24.83 149C17.48 471.1 25 480 34.89 480h58.22c9.887 0 17.41-8.879 15.78-18.63l-24.83-149C91.19 306.5 96 297.1 96 288c0-10.29-5.174-19.03-12.72-24.89a106.301 106.301 0 0 1 24.94-47.03l190.6 68.23a62.951 62.951 0 0 0 42.43 0l282.7-101.2C633.6 179.6 640 170.4 640 160s-6.4-19.6-16.9-23.1zm-272 177.5c-9.4 3.7-20.2 5.6-31.1 5.6a94.767 94.767 0 0 1-32-5.555L142.8 262.5 128 405.3c0 41.3 85.1 74.7 192 74.7 105.1 0 192-33.4 192-74.67l-14.78-142.9L351.1 314.4z"/></svg></span> Download</a></p>
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</div>
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||||
<hr>
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<div class="md-source-file">
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<small>
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||||
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||||
Last update:
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<span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date">July 8, 2022</span>
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<span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date">July 9, 2022</span>
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</small>
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@ -402,21 +553,6 @@
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</a>
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<a href="../simple-mag/train/" class="md-footer__link md-footer__link--next" aria-label="Next: Train a field of study (domain) classification of sentences on the MAG dataset" rel="next">
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<div class="md-footer__title">
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<div class="md-ellipsis">
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||||
<span class="md-footer__direction">
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||||
Next
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||||
</span>
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||||
Train a field of study (domain) classification of sentences on the MAG dataset
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</div>
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||||
</div>
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||||
<div class="md-footer__button md-icon">
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||||
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M4 11v2h12l-5.5 5.5 1.42 1.42L19.84 12l-7.92-7.92L10.5 5.5 16 11H4Z"/></svg>
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</div>
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</a>
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</nav>
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<div class="md-footer-meta md-typeset">
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