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@ -1095,10 +1098,11 @@
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@ -2611,10 +2614,11 @@ jp-needs-light-background
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26
examples/scibert/deploy/index.html
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@ -13,7 +13,7 @@
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@ -42,7 +42,7 @@
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@ -185,7 +185,7 @@
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schmelczer/great-ai schmelczer/great-ai
@ -230,7 +230,7 @@
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@ -2484,6 +2484,9 @@ To check out the Dockerimage, go to <a href="/examples/scibert/additional-files"
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@ -2547,25 +2550,25 @@ To check out the Dockerimage, go to <a href="/examples/scibert/additional-files"
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@ -2578,10 +2581,11 @@ To check out the Dockerimage, go to <a href="/examples/scibert/additional-files"
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@ -13,7 +13,7 @@
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! 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="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81z"/></svg> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.1.2 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="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81z"/></svg>
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<div class="md-source__repository"> <div class="md-source__repository">
schmelczer/great-ai schmelczer/great-ai
@ -1009,7 +1009,7 @@
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<div style="display: flex; justify-content: space-evenly;"> <div style="display: flex; justify-content: space-evenly;">
<p><a class="md-button md-button--primary" href="data/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 3C7.58 3 4 4.79 4 7s3.58 4 8 4 8-1.79 8-4-3.58-4-8-4M4 9v3c0 2.21 3.58 4 8 4s8-1.79 8-4V9c0 2.21-3.58 4-8 4s-8-1.79-8-4m0 5v3c0 2.21 3.58 4 8 4s8-1.79 8-4v-3c0 2.21-3.58 4-8 4s-8-1.79-8-4Z"/></svg></span> Examine data</a></p> <p><a class="md-button md-button--primary" href="data/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 3C7.58 3 4 4.79 4 7s3.58 4 8 4 8-1.79 8-4-3.58-4-8-4M4 9v3c0 2.21 3.58 4 8 4s8-1.79 8-4V9c0 2.21-3.58 4-8 4s-8-1.79-8-4m0 5v3c0 2.21 3.58 4 8 4s8-1.79 8-4v-3c0 2.21-3.58 4-8 4s-8-1.79-8-4Z"/></svg></span> Examine data</a></p>
<p><a class="md-button md-button--primary" href="train/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! 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="M160 80c0-26.51 21.5-48 48-48h32c26.5 0 48 21.49 48 48v352c0 26.5-21.5 48-48 48h-32c-26.5 0-48-21.5-48-48V80zM0 272c0-26.5 21.49-48 48-48h32c26.5 0 48 21.5 48 48v160c0 26.5-21.5 48-48 48H48c-26.51 0-48-21.5-48-48V272zM400 96c26.5 0 48 21.5 48 48v288c0 26.5-21.5 48-48 48h-32c-26.5 0-48-21.5-48-48V144c0-26.5 21.5-48 48-48h32z"/></svg></span> Train model</a></p> <p><a class="md-button md-button--primary" href="train/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.1.2 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="M160 80c0-26.51 21.5-48 48-48h32c26.5 0 48 21.49 48 48v352c0 26.5-21.5 48-48 48h-32c-26.5 0-48-21.5-48-48V80zM0 272c0-26.5 21.49-48 48-48h32c26.5 0 48 21.5 48 48v160c0 26.5-21.5 48-48 48H48c-26.51 0-48-21.5-48-48V272zM400 96c26.5 0 48 21.5 48 48v288c0 26.5-21.5 48-48 48h-32c-26.5 0-48-21.5-48-48V144c0-26.5 21.5-48 48-48h32z"/></svg></span> Train model</a></p>
<p><a class="md-button md-button--primary" href="deploy/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M6 20a6 6 0 0 1-6-6c0-3.09 2.34-5.64 5.35-5.96A7.496 7.496 0 0 1 12 4a7.5 7.5 0 0 1 7.35 6A5.02 5.02 0 0 1 24 15a5 5 0 0 1-5 5H6M9.09 8.4 4.5 13l4.59 4.6 1.41-1.42L7.32 13l3.18-3.18L9.09 8.4m5.82 0L13.5 9.82 16.68 13l-3.18 3.18 1.41 1.42L19.5 13l-4.59-4.6Z"/></svg></span> Deploy service</a></p> <p><a class="md-button md-button--primary" href="deploy/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M6 20a6 6 0 0 1-6-6c0-3.09 2.34-5.64 5.35-5.96A7.496 7.496 0 0 1 12 4a7.5 7.5 0 0 1 7.35 6A5.02 5.02 0 0 1 24 15a5 5 0 0 1-5 5H6M9.09 8.4 4.5 13l4.59 4.6 1.41-1.42L7.32 13l3.18-3.18L9.09 8.4m5.82 0L13.5 9.82 16.68 13l-3.18 3.18 1.41 1.42L19.5 13l-4.59-4.6Z"/></svg></span> Deploy service</a></p>
</div> </div>
<h2 id="summary">Summary<a class="headerlink" href="#summary" title="Permanent link">#</a></h2> <h2 id="summary">Summary<a class="headerlink" href="#summary" title="Permanent link">#</a></h2>
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</small> </small>
</div> </div>
</article> </article>
@ -1098,25 +1101,25 @@
<a href="https://schmelczer.dev" target="_blank" rel="noopener" title="about the author" class="md-social__link"> <a href="https://schmelczer.dev" target="_blank" rel="noopener" title="about the author" class="md-social__link">
<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="m414.8 40.79-128 448.01c-4.9 17-22.6 26.8-39.6 22-17-4.9-26.8-22.6-22-39.6l128-447.99c4.9-16.994 22.6-26.834 39.6-21.978 17 4.855 26.8 22.568 22 39.558zm103.8 80.61 112 112c12.5 12.5 12.5 32.7 0 45.2l-112 112c-12.5 12.5-32.7 12.5-45.2 0s-12.5-32.7 0-45.2l89.3-89.4-89.3-89.4c-12.5-12.5-12.5-32.7 0-45.2s32.7-12.5 45.2 0zm-352 45.2L77.25 256l89.35 89.4c12.5 12.5 12.5 32.7 0 45.2s-32.7 12.5-45.2 0L9.372 278.6c-12.496-12.5-12.496-32.7 0-45.2l112.028-112c12.5-12.5 32.7-12.5 45.2 0s12.5 32.7 0 45.2z"/></svg> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 640 512"><!--! Font Awesome Free 6.1.2 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="m414.8 40.79-128 448.01c-4.9 17-22.6 26.8-39.6 22-17-4.9-26.8-22.6-22-39.6l128-447.99c4.9-16.994 22.6-26.834 39.6-21.978 17 4.855 26.8 22.568 22 39.558zm103.8 80.61 112 112c12.5 12.5 12.5 32.7 0 45.2l-112 112c-12.5 12.5-32.7 12.5-45.2 0s-12.5-32.7 0-45.2l89.3-89.4-89.3-89.4c-12.5-12.5-12.5-32.7 0-45.2s32.7-12.5 45.2 0zm-352 45.2L77.25 256l89.35 89.4c12.5 12.5 12.5 32.7 0 45.2s-32.7 12.5-45.2 0L9.372 278.6c-12.496-12.5-12.496-32.7 0-45.2l112.028-112c12.5-12.5 32.7-12.5 45.2 0s12.5 32.7 0 45.2z"/></svg>
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<a href="https://github.com/schmelczer/great-ai" target="_blank" rel="noopener" title="great-ai on Github" class="md-social__link"> <a href="https://github.com/schmelczer/great-ai" target="_blank" rel="noopener" title="great-ai on Github" class="md-social__link">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512"><!--! 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="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6zm-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3zm44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9zM244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8zM97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1zm-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7zm32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1zm-11.4-14.7c-1.6 1-1.6 3.6 0 5.9 1.6 2.3 4.3 3.3 5.6 2.3 1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2z"/></svg> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512"><!--! Font Awesome Free 6.1.2 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="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6zm-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3zm44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9zM244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8zM97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1zm-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7zm32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1zm-11.4-14.7c-1.6 1-1.6 3.6 0 5.9 1.6 2.3 4.3 3.3 5.6 2.3 1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2z"/></svg>
</a> </a>
<a href="https://hub.docker.com/repository/docker/schmelczera/great-ai" target="_blank" rel="noopener" title="great-ai on DockerHub" class="md-social__link"> <a href="https://hub.docker.com/repository/docker/schmelczera/great-ai" target="_blank" rel="noopener" title="great-ai on DockerHub" class="md-social__link">
<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="M349.9 236.3h-66.1v-59.4h66.1v59.4zm0-204.3h-66.1v60.7h66.1V32zm78.2 144.8H362v59.4h66.1v-59.4zm-156.3-72.1h-66.1v60.1h66.1v-60.1zm78.1 0h-66.1v60.1h66.1v-60.1zm276.8 100c-14.4-9.7-47.6-13.2-73.1-8.4-3.3-24-16.7-44.9-41.1-63.7l-14-9.3-9.3 14c-18.4 27.8-23.4 73.6-3.7 103.8-8.7 4.7-25.8 11.1-48.4 10.7H2.4c-8.7 50.8 5.8 116.8 44 162.1 37.1 43.9 92.7 66.2 165.4 66.2 157.4 0 273.9-72.5 328.4-204.2 21.4.4 67.6.1 91.3-45.2 1.5-2.5 6.6-13.2 8.5-17.1l-13.3-8.9zm-511.1-27.9h-66v59.4h66.1v-59.4zm78.1 0h-66.1v59.4h66.1v-59.4zm78.1 0h-66.1v59.4h66.1v-59.4zm-78.1-72.1h-66.1v60.1h66.1v-60.1z"/></svg> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 640 512"><!--! Font Awesome Free 6.1.2 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="M349.9 236.3h-66.1v-59.4h66.1v59.4zm0-204.3h-66.1v60.7h66.1V32zm78.2 144.8H362v59.4h66.1v-59.4zm-156.3-72.1h-66.1v60.1h66.1v-60.1zm78.1 0h-66.1v60.1h66.1v-60.1zm276.8 100c-14.4-9.7-47.6-13.2-73.1-8.4-3.3-24-16.7-44.9-41.1-63.7l-14-9.3-9.3 14c-18.4 27.8-23.4 73.6-3.7 103.8-8.7 4.7-25.8 11.1-48.4 10.7H2.4c-8.7 50.8 5.8 116.8 44 162.1 37.1 43.9 92.7 66.2 165.4 66.2 157.4 0 273.9-72.5 328.4-204.2 21.4.4 67.6.1 91.3-45.2 1.5-2.5 6.6-13.2 8.5-17.1l-13.3-8.9zm-511.1-27.9h-66v59.4h66.1v-59.4zm78.1 0h-66.1v59.4h66.1v-59.4zm78.1 0h-66.1v59.4h66.1v-59.4zm-78.1-72.1h-66.1v60.1h66.1v-60.1z"/></svg>
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@ -2530,10 +2533,11 @@ Model weights saved in pretrained/pytorch_model.bin
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@ -2965,10 +2968,11 @@ class="
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26
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@ -13,7 +13,7 @@
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@ -230,7 +230,7 @@
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@ -2422,6 +2422,9 @@ add_ground_truth(X, y, train_split_ratio=0.8, test_split_ratio=0.2)</div>
</small> </small>
</div> </div>
</article> </article>
@ -2485,25 +2488,25 @@ add_ground_truth(X, y, train_split_ratio=0.8, test_split_ratio=0.2)</div>
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@ -2516,10 +2519,11 @@ add_ground_truth(X, y, train_split_ratio=0.8, test_split_ratio=0.2)</div>
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26
examples/simple/deploy/index.html
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@ -13,7 +13,7 @@
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@ -185,7 +185,7 @@
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@ -230,7 +230,7 @@
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schmelczer/great-ai schmelczer/great-ai
@ -2356,6 +2356,9 @@ class="
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@ -2419,25 +2422,25 @@ class="
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@ -2450,10 +2453,11 @@ class="
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26
examples/simple/stacked-bars/index.html
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@ -13,7 +13,7 @@
<link rel="icon" href="../../../media/favicon.ico"> <link rel="icon" href="../../../media/favicon.ico">
<meta name="generator" content="mkdocs-1.3.1, mkdocs-material-8.3.9"> <meta name="generator" content="mkdocs-1.3.1, mkdocs-material-8.4.0">
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schmelczer/great-ai schmelczer/great-ai
@ -2065,6 +2065,9 @@ class="
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@ -2092,25 +2095,25 @@ class="
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examples/simple/train/index.html
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@ -2961,6 +2961,9 @@ save_model(classifier, key="small-domain-prediction", keep_last_n=5)</div>
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@ -3024,25 +3027,25 @@ save_model(classifier, key="small-domain-prediction", keep_last_n=5)</div>
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@ -3055,10 +3058,11 @@ save_model(classifier, key="small-domain-prediction", keep_last_n=5)</div>
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@ -851,6 +851,9 @@
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schmelczer/great-ai schmelczer/great-ai
@ -1068,6 +1068,9 @@
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@ -1131,25 +1134,25 @@
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@ -1162,10 +1165,11 @@
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<p>There are other, existing solutions aiming to facilitate this phase. <a href="https://aws.amazon.com/sagemaker" target="_blank">Amazon SageMaker</a> and <a href="https://www.seldon.io/solutions/open-source-projects/core" target="_blank">Seldon Core</a> provide the most comprehensive suite of features. If you have the opportunity to use them, do that because they're great.</p> <p>There are other, existing solutions aiming to facilitate this phase. <a href="https://aws.amazon.com/sagemaker" target="_blank">Amazon SageMaker</a> and <a href="https://www.seldon.io/solutions/open-source-projects/core" target="_blank">Seldon Core</a> provide the most comprehensive suite of features. If you have the opportunity to use them, do that because they're great.</p>
<p>However, research indicates that professionals rarely use them. This may be due to their inherent setup and operating complexity. <mark>GreatAI is designed to be as simple to use as possible.</mark> Its clear, high-level API and sensible default configuration makes it extremely easy to start using. Despite its relative simplicity over Seldon Core, it still implements many of the <a href="https://se-ml.github.io" target="_blank">SE4ML best practices</a>, and thus, can meaningfully improve your deployment without requiring prohibitively large effort.</p> <p>However, research indicates that professionals rarely use them. This may be due to their inherent setup and operating complexity. <mark>GreatAI is designed to be as simple to use as possible.</mark> Its clear, high-level API and sensible default configuration makes it extremely easy to start using. Despite its relative simplicity over Seldon Core, it still implements many of the <a href="https://se-ml.github.io" target="_blank">SE4ML best practices</a>, and thus, can meaningfully improve your deployment without requiring prohibitively large effort.</p>
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<p><a class="md-button md-button--primary" href="https://pypi.org/project/great-ai"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! 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="M439.8 200.5c-7.7-30.9-22.3-54.2-53.4-54.2h-40.1v47.4c0 36.8-31.2 67.8-66.8 67.8H172.7c-29.2 0-53.4 25-53.4 54.3v101.8c0 29 25.2 46 53.4 54.3 33.8 9.9 66.3 11.7 106.8 0 26.9-7.8 53.4-23.5 53.4-54.3v-40.7H226.2v-13.6h160.2c31.1 0 42.6-21.7 53.4-54.2 11.2-33.5 10.7-65.7 0-108.6zM286.2 404c11.1 0 20.1 9.1 20.1 20.3 0 11.3-9 20.4-20.1 20.4-11 0-20.1-9.2-20.1-20.4.1-11.3 9.1-20.3 20.1-20.3zM167.8 248.1h106.8c29.7 0 53.4-24.5 53.4-54.3V91.9c0-29-24.4-50.7-53.4-55.6-35.8-5.9-74.7-5.6-106.8.1-45.2 8-53.4 24.7-53.4 55.6v40.7h106.9v13.6h-147c-31.1 0-58.3 18.7-66.8 54.2-9.8 40.7-10.2 66.1 0 108.6 7.6 31.6 25.7 54.2 56.8 54.2H101v-48.8c0-35.3 30.5-66.4 66.8-66.4zm-6.7-142.6c-11.1 0-20.1-9.1-20.1-20.3.1-11.3 9-20.4 20.1-20.4 11 0 20.1 9.2 20.1 20.4s-9 20.3-20.1 20.3z"/></svg></span> Find it on PyPI</a></p> <p><a class="md-button md-button--primary" href="https://pypi.org/project/great-ai"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.1.2 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="M439.8 200.5c-7.7-30.9-22.3-54.2-53.4-54.2h-40.1v47.4c0 36.8-31.2 67.8-66.8 67.8H172.7c-29.2 0-53.4 25-53.4 54.3v101.8c0 29 25.2 46 53.4 54.3 33.8 9.9 66.3 11.7 106.8 0 26.9-7.8 53.4-23.5 53.4-54.3v-40.7H226.2v-13.6h160.2c31.1 0 42.6-21.7 53.4-54.2 11.2-33.5 10.7-65.7 0-108.6zM286.2 404c11.1 0 20.1 9.1 20.1 20.3 0 11.3-9 20.4-20.1 20.4-11 0-20.1-9.2-20.1-20.4.1-11.3 9.1-20.3 20.1-20.3zM167.8 248.1h106.8c29.7 0 53.4-24.5 53.4-54.3V91.9c0-29-24.4-50.7-53.4-55.6-35.8-5.9-74.7-5.6-106.8.1-45.2 8-53.4 24.7-53.4 55.6v40.7h106.9v13.6h-147c-31.1 0-58.3 18.7-66.8 54.2-9.8 40.7-10.2 66.1 0 108.6 7.6 31.6 25.7 54.2 56.8 54.2H101v-48.8c0-35.3 30.5-66.4 66.8-66.4zm-6.7-142.6c-11.1 0-20.1-9.1-20.1-20.3.1-11.3 9-20.4 20.1-20.4 11 0 20.1 9.2 20.1 20.4s-9 20.3-20.1 20.3z"/></svg></span> Find it on PyPI</a></p>
<p><a class="md-button md-button--primary" href="https://hub.docker.com/repository/docker/schmelczera/great-ai"><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="M349.9 236.3h-66.1v-59.4h66.1v59.4zm0-204.3h-66.1v60.7h66.1V32zm78.2 144.8H362v59.4h66.1v-59.4zm-156.3-72.1h-66.1v60.1h66.1v-60.1zm78.1 0h-66.1v60.1h66.1v-60.1zm276.8 100c-14.4-9.7-47.6-13.2-73.1-8.4-3.3-24-16.7-44.9-41.1-63.7l-14-9.3-9.3 14c-18.4 27.8-23.4 73.6-3.7 103.8-8.7 4.7-25.8 11.1-48.4 10.7H2.4c-8.7 50.8 5.8 116.8 44 162.1 37.1 43.9 92.7 66.2 165.4 66.2 157.4 0 273.9-72.5 328.4-204.2 21.4.4 67.6.1 91.3-45.2 1.5-2.5 6.6-13.2 8.5-17.1l-13.3-8.9zm-511.1-27.9h-66v59.4h66.1v-59.4zm78.1 0h-66.1v59.4h66.1v-59.4zm78.1 0h-66.1v59.4h66.1v-59.4zm-78.1-72.1h-66.1v60.1h66.1v-60.1z"/></svg></span> Find it on DockerHub</a></p> <p><a class="md-button md-button--primary" href="https://hub.docker.com/repository/docker/schmelczera/great-ai"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 640 512"><!--! Font Awesome Free 6.1.2 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="M349.9 236.3h-66.1v-59.4h66.1v59.4zm0-204.3h-66.1v60.7h66.1V32zm78.2 144.8H362v59.4h66.1v-59.4zm-156.3-72.1h-66.1v60.1h66.1v-60.1zm78.1 0h-66.1v60.1h66.1v-60.1zm276.8 100c-14.4-9.7-47.6-13.2-73.1-8.4-3.3-24-16.7-44.9-41.1-63.7l-14-9.3-9.3 14c-18.4 27.8-23.4 73.6-3.7 103.8-8.7 4.7-25.8 11.1-48.4 10.7H2.4c-8.7 50.8 5.8 116.8 44 162.1 37.1 43.9 92.7 66.2 165.4 66.2 157.4 0 273.9-72.5 328.4-204.2 21.4.4 67.6.1 91.3-45.2 1.5-2.5 6.6-13.2 8.5-17.1l-13.3-8.9zm-511.1-27.9h-66v59.4h66.1v-59.4zm78.1 0h-66.1v59.4h66.1v-59.4zm78.1 0h-66.1v59.4h66.1v-59.4zm-78.1-72.1h-66.1v60.1h66.1v-60.1z"/></svg></span> Find it on DockerHub</a></p>
<p><a class="md-button md-button--primary" href="/tutorial"><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="M128 96h384v256h64V80c0-26.37-21.6-48-48-48H112c-26.37 0-48 21.63-48 48v272h64V96zm496 288H16c-8.75 0-16 7.3-16 16v16c0 35.25 28.75 64 64 64h512c35.25 0 64-28.75 64-64v-16c0-8.7-7.2-16-16-16zm-258.1-97.8c3.9 3.9 9 5.8 14.1 5.8s10.23-1.938 14.14-5.844l48-48c7.812-7.813 7.812-20.5 0-28.31l-48-48c-7.812-7.813-20.47-7.813-28.28 0-7.812 7.813-7.812 20.5 0 28.31l33.86 33.84-33.86 33.84C358 265.7 358 278.4 365.9 286.2zm-91.8-124.3c-7.812-7.813-20.47-7.813-28.28 0l-48 48c-7.812 7.813-7.812 20.5 0 28.31l48 48C249.8 290.1 254.9 292 260 292s10.23-1.938 14.14-5.844c7.812-7.813 7.812-20.5 0-28.31L240.3 224l33.86-33.84c6.94-7.76 6.94-20.46-.06-28.26z"/></svg></span> Check out the tutorial</a></p> <p><a class="md-button md-button--primary" href="/tutorial"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 640 512"><!--! Font Awesome Free 6.1.2 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="M128 96h384v256h64V80c0-26.37-21.6-48-48-48H112c-26.37 0-48 21.63-48 48v272h64V96zm496 288H16c-8.75 0-16 7.3-16 16v16c0 35.25 28.75 64 64 64h512c35.25 0 64-28.75 64-64v-16c0-8.7-7.2-16-16-16zm-258.1-97.8c3.9 3.9 9 5.8 14.1 5.8s10.23-1.938 14.14-5.844l48-48c7.812-7.813 7.812-20.5 0-28.31l-48-48c-7.812-7.813-20.47-7.813-28.28 0-7.812 7.813-7.812 20.5 0 28.31l33.86 33.84-33.86 33.84C358 265.7 358 278.4 365.9 286.2zm-91.8-124.3c-7.812-7.813-20.47-7.813-28.28 0l-48 48c-7.812 7.813-7.812 20.5 0 28.31l48 48C249.8 290.1 254.9 292 260 292s10.23-1.938 14.14-5.844c7.812-7.813 7.812-20.5 0-28.31L240.3 224l33.86-33.84c6.94-7.76 6.94-20.46-.06-28.26z"/></svg></span> Check out the tutorial</a></p>
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<h2 id="production-use">Production use<a class="headerlink" href="#production-use" title="Permanent link">#</a></h2> <h2 id="production-use">Production use<a class="headerlink" href="#production-use" title="Permanent link">#</a></h2>
<p>GreatAI has been battle-tested on the core platform services of <a href="https://www.scoutinscience.com/" target="_blank">ScoutinScience</a>.</p> <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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@ -4534,6 +4534,9 @@ the system and <code>ignore_missing=False</code>.</p></td>
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@ -4597,25 +4600,25 @@ the system and <code>ignore_missing=False</code>.</p></td>
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@ -4628,10 +4631,11 @@ the system and <code>ignore_missing=False</code>.</p></td>
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@ -13,7 +13,7 @@
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schmelczer/great-ai schmelczer/great-ai
@ -230,7 +230,7 @@
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schmelczer/great-ai schmelczer/great-ai
@ -1517,6 +1517,9 @@ function, value of <code>ENVIRONMENT</code>, its split if has any, and either
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@ -1580,25 +1583,25 @@ function, value of <code>ENVIRONMENT</code>, its split if has any, and either
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@ -1611,10 +1614,11 @@ function, value of <code>ENVIRONMENT</code>, its split if has any, and either
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"How many years of software engineering experience do you have?","How many years of data science experience do you have?","Write reusable scripts for data cleaning and merging","Make datasets available on shared infrastructure","Use versioning for data, model, configurations and training scripts","Continuously monitor the behaviour of deployed models","Log production predictions with the model’s version and input data","Store models in a single format for ease of use","Equip with web interface, package image, provide REST API","Provide simple API for serving batch and real-time requests","Integration with existing data infrastructure","Querying, visualising and understanding metrics and event logging","Allow experimentation with the inference code","Keep the model’s API and documentation together","Parallelise feature extraction","Cache predictions","Async support for top-down chaining models"
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"1","7","Neither agree nor disagree","Disagree","Neither agree nor disagree","Disagree","Strongly disagree","Not applicable","Not applicable","Disagree","Strongly disagree","Disagree","Disagree","Neither agree nor disagree","Strongly disagree","Strongly agree","Not applicable"
"6","0","Strongly agree","Strongly agree","Agree","Neither agree nor disagree","Agree","Strongly agree","Agree","Strongly agree","Agree","Strongly agree","Disagree","Strongly agree","Agree","Strongly agree","Not applicable"
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"1","2","Disagree","Neither agree nor disagree","Disagree","Agree","Disagree","Strongly disagree","Strongly agree","Strongly agree","Strongly disagree","Disagree","Agree","Strongly disagree","Not applicable","Strongly disagree","Strongly disagree"
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1 How many years of software engineering experience do you have? How many years of data science experience do you have? Write reusable scripts for data cleaning and merging Make datasets available on shared infrastructure Use versioning for data, model, configurations and training scripts Continuously monitor the behaviour of deployed models Log production predictions with the model’s version and input data Store models in a single format for ease of use Equip with web interface, package image, provide REST API Provide simple API for serving batch and real-time requests Integration with existing data infrastructure Querying, visualising and understanding metrics and event logging Allow experimentation with the inference code Keep the model’s API and documentation together Parallelise feature extraction Cache predictions Async support for top-down chaining models
2 3 1 Strongly agree Agree Strongly agree Neither agree nor disagree Strongly agree Strongly agree Strongly agree Strongly agree Strongly agree Strongly agree Strongly agree Strongly agree Strongly agree Neither agree nor disagree Strongly agree
3 6 2 Neither agree nor disagree Agree Neither agree nor disagree Agree Agree Neither agree nor disagree Disagree Strongly disagree Disagree Strongly disagree Disagree Strongly disagree Disagree Strongly agree Strongly disagree
4 1 5 Strongly disagree Disagree Disagree Strongly disagree Disagree Strongly disagree Strongly disagree Neither agree nor disagree Strongly disagree Disagree Neither agree nor disagree Agree Strongly disagree Strongly disagree Disagree
5 3 3 Agree Agree Disagree Neither agree nor disagree Agree Not applicable Not applicable Neither agree nor disagree Agree Disagree Agree Strongly agree Not applicable Neither agree nor disagree Agree
6 1 7 Neither agree nor disagree Disagree Neither agree nor disagree Disagree Strongly disagree Not applicable Not applicable Disagree Strongly disagree Disagree Disagree Neither agree nor disagree Strongly disagree Strongly agree Not applicable
7 6 0 Strongly agree Strongly agree Agree Neither agree nor disagree Agree Strongly agree Agree Strongly agree Agree Strongly agree Disagree Strongly agree Agree Strongly agree Not applicable
8 2 2 Disagree Neither agree nor disagree Agree Strongly agree Neither agree nor disagree Disagree Strongly agree Disagree Disagree Agree Neither agree nor disagree Neither agree nor disagree Not applicable Disagree Strongly agree
9 1 2 Disagree Neither agree nor disagree Disagree Agree Disagree Strongly disagree Strongly agree Strongly agree Strongly disagree Disagree Agree Strongly disagree Not applicable Strongly disagree Strongly disagree
10 0 1 Strongly disagree Disagree Strongly disagree Disagree Strongly disagree Disagree Agree Strongly disagree Disagree Strongly disagree Disagree Strongly disagree Disagree Disagree Strongly disagree
11 7 1 Strongly agree Strongly agree Agree Strongly agree Agree Agree Strongly agree Strongly disagree Strongly agree Not applicable Agree Agree Strongly agree Strongly agree Agree

11
surveys/Technology acceptance model questionnaire.csv Normal file
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@ -0,0 +1,11 @@
"I believe the use of GreatAI improves the quality of AI deployments.","I believe the use of GreatAI would increase my productivity.","I believe the use of GreatAI can lead to robust and trustworthy deployments.","Overall, I found GreatAI useful when working with AI.","I found the GreatAI easy to learn.","I found it is easy to employ GreatAI in practice.","I found it is easy to integrate GreatAI into an existing project.","Overall, I found GreatAI easy to use.","Assuming GreatAI is applicable to my task, I predict that I will use it on a regular basis in the future.","Overall, I intend to use the GreatAI in my personal or professional projects."
"7","7","7","7","7","7","7","7","7","7"
"7","7","6","7","5","6","7","6","7","7"
"4","4","5","6","6","5","4","4","5","4"
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"7","7","7","7","5","6","5","6","7","7"
1 I believe the use of GreatAI improves the quality of AI deployments. I believe the use of GreatAI would increase my productivity. I believe the use of GreatAI can lead to robust and trustworthy deployments. Overall, I found GreatAI useful when working with AI. I found the GreatAI easy to learn. I found it is easy to employ GreatAI in practice. I found it is easy to integrate GreatAI into an existing project. Overall, I found GreatAI easy to use. Assuming GreatAI is applicable to my task, I predict that I will use it on a regular basis in the future. Overall, I intend to use the GreatAI in my personal or professional projects.
2 7 7 7 7 7 7 7 7 7 7
3 7 7 6 7 5 6 7 6 7 7
4 4 4 5 6 6 5 4 4 5 4
5 6 7 6 7 7 6 7 6 7 6
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7 6 6 6 6 6 6 6 6 6 6
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11 7 7 7 7 5 6 5 6 7 7

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tutorial/deploy/index.html
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@ -13,7 +13,7 @@
<link rel="icon" href="../../media/favicon.ico"> <link rel="icon" href="../../media/favicon.ico">
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@ -21,7 +21,7 @@
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@ -42,7 +42,7 @@
<link rel="stylesheet" href="../../assets/_mkdocstrings.css"> <link rel="stylesheet" href="../../assets/_mkdocstrings.css">
<script>__md_scope=new URL("../..",location),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script> <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce((e,_)=>(e<<5)-e+_.charCodeAt(0),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
@ -185,7 +185,7 @@
<a href="https://github.com/schmelczer/great-ai" title="Go to repository" class="md-source" data-md-component="source"> <a href="https://github.com/schmelczer/great-ai" title="Go to repository" class="md-source" data-md-component="source">
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schmelczer/great-ai schmelczer/great-ai
@ -230,7 +230,7 @@
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<div class="md-source__repository"> <div class="md-source__repository">
schmelczer/great-ai schmelczer/great-ai
@ -2203,6 +2203,9 @@ def predict_domain(sentence, model):
</small> </small>
</div> </div>
</article> </article>
@ -2266,25 +2269,25 @@ def predict_domain(sentence, model):
<a href="https://schmelczer.dev" target="_blank" rel="noopener" title="about the author" class="md-social__link"> <a href="https://schmelczer.dev" target="_blank" rel="noopener" title="about the author" class="md-social__link">
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</a> </a>
</div> </div>
@ -2297,10 +2300,11 @@ def predict_domain(sentence, model):
<div class="md-dialog" data-md-component="dialog"> <div class="md-dialog" data-md-component="dialog">
<div class="md-dialog__inner md-typeset"></div> <div class="md-dialog__inner md-typeset"></div>
</div> </div>
<script id="__config" type="application/json">{"base": "../..", "features": ["content.code.annotate", "content.tooltips"], "search": "../../assets/javascripts/workers/search.b97dbffb.min.js", "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version.title": "Select version"}}</script>
<script id="__config" type="application/json">{"base": "../..", "features": ["content.code.annotate", "content.tooltips"], "search": "../../assets/javascripts/workers/search.ecf98df9.min.js", "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version.title": "Select version"}}</script>
<script src="../../assets/javascripts/bundle.6c7ad80a.min.js"></script> <script src="../../assets/javascripts/bundle.9c69f0bc.min.js"></script>
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28
tutorial/index.html
View file

@ -13,7 +13,7 @@
<link rel="icon" href="../media/favicon.ico"> <link rel="icon" href="../media/favicon.ico">
<meta name="generator" content="mkdocs-1.3.1, mkdocs-material-8.3.9"> <meta name="generator" content="mkdocs-1.3.1, mkdocs-material-8.4.0">
@ -21,7 +21,7 @@
<link rel="stylesheet" href="../assets/stylesheets/main.1d29e8d0.min.css"> <link rel="stylesheet" href="../assets/stylesheets/main.69437709.min.css">
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@ -42,7 +42,7 @@
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<script>__md_scope=new URL("..",location),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script> <script>__md_scope=new URL("..",location),__md_hash=e=>[...e].reduce((e,_)=>(e<<5)-e+_.charCodeAt(0),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
@ -185,7 +185,7 @@
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schmelczer/great-ai schmelczer/great-ai
@ -230,7 +230,7 @@
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! 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="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81z"/></svg> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.1.2 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="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81z"/></svg>
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<div class="md-source__repository"> <div class="md-source__repository">
schmelczer/great-ai schmelczer/great-ai
@ -962,7 +962,7 @@
<p>You are ready to start the tutorial. Feel free to come back to the <a href="#summary">summary</a> section once you're finished.</p> <p>You are ready to start the tutorial. Feel free to come back to the <a href="#summary">summary</a> section once you're finished.</p>
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<p><a class="md-button md-button--primary" href="train/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! 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="M160 80c0-26.51 21.5-48 48-48h32c26.5 0 48 21.49 48 48v352c0 26.5-21.5 48-48 48h-32c-26.5 0-48-21.5-48-48V80zM0 272c0-26.5 21.49-48 48-48h32c26.5 0 48 21.5 48 48v160c0 26.5-21.5 48-48 48H48c-26.51 0-48-21.5-48-48V272zM400 96c26.5 0 48 21.5 48 48v288c0 26.5-21.5 48-48 48h-32c-26.5 0-48-21.5-48-48V144c0-26.5 21.5-48 48-48h32z"/></svg></span> Train it</a></p> <p><a class="md-button md-button--primary" href="train/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.1.2 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="M160 80c0-26.51 21.5-48 48-48h32c26.5 0 48 21.49 48 48v352c0 26.5-21.5 48-48 48h-32c-26.5 0-48-21.5-48-48V80zM0 272c0-26.5 21.49-48 48-48h32c26.5 0 48 21.5 48 48v160c0 26.5-21.5 48-48 48H48c-26.51 0-48-21.5-48-48V272zM400 96c26.5 0 48 21.5 48 48v288c0 26.5-21.5 48-48 48h-32c-26.5 0-48-21.5-48-48V144c0-26.5 21.5-48 48-48h32z"/></svg></span> Train it</a></p>
<p><a class="md-button md-button--primary" href="deploy/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M6 20a6 6 0 0 1-6-6c0-3.09 2.34-5.64 5.35-5.96A7.496 7.496 0 0 1 12 4a7.5 7.5 0 0 1 7.35 6A5.02 5.02 0 0 1 24 15a5 5 0 0 1-5 5H6M9.09 8.4 4.5 13l4.59 4.6 1.41-1.42L7.32 13l3.18-3.18L9.09 8.4m5.82 0L13.5 9.82 16.68 13l-3.18 3.18 1.41 1.42L19.5 13l-4.59-4.6Z"/></svg></span> Deploy it</a></p> <p><a class="md-button md-button--primary" href="deploy/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M6 20a6 6 0 0 1-6-6c0-3.09 2.34-5.64 5.35-5.96A7.496 7.496 0 0 1 12 4a7.5 7.5 0 0 1 7.35 6A5.02 5.02 0 0 1 24 15a5 5 0 0 1-5 5H6M9.09 8.4 4.5 13l4.59 4.6 1.41-1.42L7.32 13l3.18-3.18L9.09 8.4m5.82 0L13.5 9.82 16.68 13l-3.18 3.18 1.41 1.42L19.5 13l-4.59-4.6Z"/></svg></span> Deploy it</a></p>
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<h2 id="summary">Summary<a class="headerlink" href="#summary" title="Permanent link">#</a></h2> <h2 id="summary">Summary<a class="headerlink" href="#summary" title="Permanent link">#</a></h2>
@ -1020,6 +1020,9 @@
</small> </small>
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</article> </article>
@ -1083,25 +1086,25 @@
<a href="https://schmelczer.dev" target="_blank" rel="noopener" title="about the author" class="md-social__link"> <a href="https://schmelczer.dev" target="_blank" rel="noopener" title="about the author" class="md-social__link">
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<a href="https://pypi.org/project/great-ai" target="_blank" rel="noopener" title="great-ai on PyPI" class="md-social__link"> <a href="https://pypi.org/project/great-ai" target="_blank" rel="noopener" title="great-ai on PyPI" class="md-social__link">
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@ -1114,10 +1117,11 @@
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@ -2579,6 +2579,9 @@ save_model(model, key="my-domain-predictor")</div>
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@ -2642,25 +2645,25 @@ save_model(model, key="my-domain-predictor")</div>
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@ -2673,10 +2676,11 @@ save_model(model, key="my-domain-predictor")</div>
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