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<li class="md-nav__item">
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<a href="how-to-guides/configure-service/" class="md-nav__link">
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How to configure GreatAI
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</a>
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<a href="how-to-guides/use-service/" class="md-nav__link">
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How to use a GreatAI service
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</a>
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<a href="how-to-guides/handle-training-data/" class="md-nav__link">
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How to handle training data
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</a>
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<a href="how-to-guides/large_file/" class="md-nav__link">
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How to use LargeFile
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None
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<a href="how-to-guides/scraping/" class="md-nav__link">
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Scraping
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<li class="md-nav__item">
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<a href="reference/" class="md-nav__link">
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Reference
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GreatAI reference
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</a>
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</li>
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<label class="md-nav__link" for="__nav_5">
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Examples
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<span class="md-nav__icon md-icon"></span>
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<nav class="md-nav" aria-label="Examples" data-md-level="1">
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Examples
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<ul class="md-nav__list" data-md-scrollfix>
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<label class="md-nav__link" for="__nav_5_1">
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Explainable Naive Bayes
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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="Explainable Naive Bayes" data-md-level="2">
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<span class="md-nav__icon md-icon"></span>
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Explainable Naive Bayes
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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="examples/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="examples/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="examples/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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<li class="md-nav__item">
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<a href="explanation/" class="md-nav__link">
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Explanation
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</div>
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<p><a href="https://sonar.scoutinscience.com/dashboard?id=great-ai"><img alt="Sonar line coverage" src="https://sonar.scoutinscience.com/api/project_badges/measure?project=great-ai&metric=coverage" /></a>
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<a href="https://sonar.scoutinscience.com/dashboard?id=great-ai"><img alt="Sonar technical debt" src="https://sonar.scoutinscience.com/api/project_badges/measure?project=great-ai&metric=sqale_index" /></a>
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<a href="https://sonar.scoutinscience.com/dashboard?id=great-ai"><img alt="Sonar LoC" src="https://sonar.scoutinscience.com/api/project_badges/measure?project=great-ai&metric=ncloc" /></a>
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<a href="https://github.com/schmelczer/great-ai/actions/workflows/test.yml"><img alt="Test" src="https://github.com/schmelczer/great-ai/actions/workflows/test.yml/badge.svg" /></a>
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<a href="https://github.com/schmelczer/great-ai/actions/workflows/publish.yaml"><img alt="Publish on PyPI" src="https://github.com/schmelczer/great-ai/actions/workflows/publish.yaml/badge.svg" /></a>
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<a href="https://github.com/schmelczer/great-ai/actions/workflows/docker.yaml"><img alt="Publish on DockerHub" src="https://github.com/schmelczer/great-ai/actions/workflows/docker.yaml/badge.svg" /></a>
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<a href="https://pepy.tech/project/great-ai"><img alt="Downloads" src="https://pepy.tech/badge/great-ai/month" /></a></p>
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<a href="https://badge.fury.io/py/great-ai"><img alt="PyPI version" src="https://badge.fury.io/py/great-ai.svg" /></a>
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<a href="https://pepy.tech/project/great-ai"><img alt="Downloads" src="https://pepy.tech/badge/great-ai/month" /></a>
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<img alt="Docker Pulls" src="https://img.shields.io/docker/pulls/schmelczera/great-ai" /></p>
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<p>Applying AI is becoming increasingly easier but many case studies have shown that these applications are often deployed poorly. This may lead to suboptimal performance and to introducing <a href="https://en.wikipedia.org/wiki/Weapons_of_Math_Destruction" target="_blank">unintended biases</a>. GreatAI helps fixing this by allowing you to <mark>easily transform your prototype AI code into production-ready software</mark>.</p>
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<details class="quote">
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<summary>Case studies</summary>
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<li class="task-list-item"><label class="task-list-control"><input type="checkbox" disabled checked/><span class="task-list-indicator"></span></label> Deployable Jupyter Notebooks</li>
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<li class="task-list-item"><label class="task-list-control"><input type="checkbox" disabled checked/><span class="task-list-indicator"></span></label> Dashboard for high-level overview and analysing traces</li>
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<li class="task-list-item"><label class="task-list-control"><input type="checkbox" disabled/><span class="task-list-indicator"></span></label> Support for direct file input</li>
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<li class="task-list-item"><label class="task-list-control"><input type="checkbox" disabled/><span class="task-list-indicator"></span></label> Support for PostgreSQL</li>
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</ul>
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<h2 id="hello-world">Hello world<a class="headerlink" href="#hello-world" title="Permanent link">#</a></h2>
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<div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a>pip install great-ai
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</div>
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<h2 id="why-is-this-great">Why is this GREAT?<a class="headerlink" href="#why-is-this-great" title="Permanent link">#</a></h2>
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<p><img alt="scope of GreatAI" src="media/scope-simple.drawio.svg" /></p>
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<p>GreatAI fits between the prototype and deployment phase of your (or your organisation's) AI development lifecycle. This is highlighted with blue in the diagram. Here, a number of best practices can be automatically implemented aiming to achieve the following attributes:</p>
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<p>GreatAI fits between the prototype and deployment phases of your (or your organisation's) AI development lifecycle. This is highlighted with blue in the diagram. Here, a number of best practices can be automatically implemented aiming to achieve the following attributes:</p>
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<ul>
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<li><strong>G</strong>eneral: use any Python library without restriction</li>
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<li><strong>R</strong>obust: have error-handling and well-tested utilities out-of-the-box </li>
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</div>
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<h2 id="production-use">Production use<a class="headerlink" href="#production-use" title="Permanent link">#</a></h2>
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<p>GreatAI has been battle-tested on the core platform services of <a href="https://www.scoutinscience.com/" target="_blank">ScoutinScience</a>.</p>
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<p><img alt="ScoutinScience logo" src="media/scoutinscience.svg#only-light" />
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<img alt="ScoutinScience logo" src="media/scoutinscience-white.svg#only-dark" /></p>
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<p><img alt="ScoutinScience logo" loading="lazy" src="media/scoutinscience.svg#only-light" />
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<img alt="ScoutinScience logo" loading="lazy" src="media/scoutinscience-white.svg#only-dark" /></p>
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<hr>
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<div class="md-source-file">
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<small>
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Last update:
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<span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date">July 10, 2022</span>
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<span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date">July 11, 2022</span>
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</small>
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