forked from ci4s/label-studio
245 lines
9.4 KiB
HTML
245 lines
9.4 KiB
HTML
---
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type: blog
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order: 101
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meta_title: Best Practices for Data Labeling & Annotation
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meta_description: Data labeling and annotation articles and best practices for machine learning and data science projects from the experts behind Label Studio.
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---
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<style>
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.sidebar {
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display: none;
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}
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</style>
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<link rel="stylesheet" href="/blog/styles.css">
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<div class="blog-body">
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<div class="grid">
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<!-- Transfer learning with PyTorch -->
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<!-- <div class="column"> -->
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<!-- <a href="/notebook/transfer-learning-tutorial.html"> -->
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<!-- <div class="card"> -->
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<!-- <div class="image-wrap"> -->
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<!-- <div style="background-image: url(/images/release-050-views.png)" class="image"></div> -->
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<!-- </div> -->
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<!-- <div class="category">tutorial</div> -->
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<!-- <div class="desc">31 Mar 2020, 5 min read</div> -->
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<!-- <div class="title">Transfer learning with PyTorch</div> -->
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<!-- </div> -->
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<!-- </a> -->
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<!-- </div> -->
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<!-- OCR blog -->
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<div class="column">
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<a href="/blog/Improve-OCR-quality-with-Tesseract-and-Label-Studio.html">
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<div class="card">
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<div class="image-wrap">
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<div style="background-image: url(/images/release-110/OCR-example.gif); background-size:cover; background-position: 0px -65px;" class="image"></div>
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</div>
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<div class="category">article</div>
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<div class="desc">13 July 2021, 8 min read</div>
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<div class="title">Improve OCR quality for receipt processing with Tesseract and Label Studio</div>
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</div>
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</a>
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</div>
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<!-- Release 1.1.0 -->
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<div class="column">
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<a href="/blog/release-110.html">
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<div class="card">
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<div class="image-wrap">
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<div style="background-image: url(/images/release-110/multi-labeling.gif); background-size:cover" class="image"></div>
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</div>
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<div class="category">release notes</div>
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<div class="desc">30 June 2021, 3 min read</div>
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<div class="title">Label Studio v1.1 is now available!</div>
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</div>
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</a>
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</div>
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<!-- Publish NLP labeling blog -->
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<div class="column">
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<a href="/blog/Ten-important-considerations-for-NLP-labeling.html">
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<div class="card">
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<div class="image-wrap">
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<div style="background-image: url(/images/nlp-blog/nlp-labeling-relations-de.png); background-size:cover; background-position: center" class="image"></div>
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</div>
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<div class="category">article</div>
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<div class="desc">17 June 2021, 4 min read</div>
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<div class="title">10 important considerations for NLP labeling</div>
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</div>
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</a>
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</div>
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<!-- Publish Amazon Transcribe blog -->
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<div class="column">
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<a href="/blog/Improve-Audio-Transcriptions-with-Label-Studio.html">
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<div class="card">
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<div class="image-wrap">
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<div style="background-image: url(/images/aws-transcribe-blog/audio-transcription-illustration.png); background-size:cover; background-position: left" class="image"></div>
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</div>
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<div class="category">article</div>
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<div class="desc">10 May 2021, 11 min read</div>
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<div class="title">Improve Amazon Transcribe Audio Transcriptions with Label Studio</div>
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</div>
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</a>
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</div>
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<!-- Publish NER blog -->
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<div class="column">
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<a href="/blog/Evaluating-Named-Entity-Recognition-parsers-with-spaCy-and-Label-Studio.html">
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<div class="card">
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<div class="image-wrap">
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<div style="background-image: url(/images/ner-blog/label_studio_and_spaCy_named_entity.png); background-size:cover" class="image"></div>
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</div>
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<div class="category">article</div>
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<div class="desc">3 May 2021, 12 min read</div>
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<div class="title">Evaluating Named Entity Recognition parsers with spaCy and Label Studio</div>
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</div>
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</a>
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</div>
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<!-- Release 1.0.0 -->
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<div class="column">
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<a href="/blog/release-100.html">
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<div class="card">
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<div class="image-wrap">
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<div style="background-image: url(/images/release-100/announcement.png); background-size:cover" class="image"></div>
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</div>
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<div class="category">release notes</div>
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<div class="desc">15 March 2021, 4 min read</div>
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<div class="title">Label Studio Hits v1.0!</div>
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</div>
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</a>
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</div>
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<!-- News letters -->
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<div class="column">
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<div class="card">
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<div class="image-wrap highlight">
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<center>
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<div class="title">Label Studio Newsletter</div>
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<p>We send a periodic newsletter announcing new features as well as some ML-related papers, label techniques that are innovative and funny stories.</p>
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<iframe src="https://labelstudio.substack.com/embed" frameborder="0" scrolling="no" style="width:90%"></iframe>
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</center>
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</div>
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</div>
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</div>
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<!-- Release 0.9.0 -->
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<div class="column">
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<a href="/blog/release-090-data-management-improvements.html">
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<div class="card">
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<div class="image-wrap">
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<div style="background-image: url(/images/release-090/aerial_training_data_management.png); background-size:cover" class="image"></div>
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</div>
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<div class="category">release notes</div>
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<div class="desc">21 Jan 2021, 8 min read</div>
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<div class="title">Label Studio 0.9.0 Release - Explore and improve your datasets</div>
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</div>
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</a>
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</div>
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<!-- Release 0.8.0 -->
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<div class="column">
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<a href="/blog/release-080-time-series-labeling.html">
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<div class="card">
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<div class="image-wrap">
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<div style="background-image: url(/images/release-080/time-series-labeling-with-multiple-channels.png); background-size:cover" class="image"></div>
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</div>
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<div class="category">release notes</div>
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<div class="desc">26 Oct 2020, 7 min read</div>
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<div class="title">Label Studio 0.8.0 Release - Time Series is Everywhere!</div>
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</div>
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</a>
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</div>
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<!-- Release 0.7.0 -->
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<div class="column">
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<a href="/blog/release-070-cloud-storage-enablement.html">
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<div class="card">
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<div class="image-wrap">
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<div style="background-image: url(/images/release-070/s3-mascot-04.png); background-size:cover" class="image"></div>
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</div>
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<div class="category">release notes</div>
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<div class="desc">29 May 2020, 5 min read</div>
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<div class="title">Label Studio 0.7.0 Release - Cloud Storage Enablement</div>
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</div>
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</a>
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</div>
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<!-- Release 0.6.0 -->
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<div class="column">
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<a href="/blog/release-060-nested-data-labeling.html">
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<div class="card">
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<div class="image-wrap">
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<div style="background-image: url(/images/release-060/nested_labeling.gif); background-size:cover" class="image"></div>
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</div>
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<div class="category">release notes</div>
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<div class="desc">8 May 2020, 7 min read</div>
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<div class="title">Label Studio 0.6.0 Release - Nested Data Labeling</div>
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</div>
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</a>
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</div>
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<!-- Release 0.5.0 -->
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<div class="column">
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<a href="/blog/release-050.html">
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<div class="card">
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<div class="image-wrap">
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<div style="background-image: url(/images/release-050-views.png)" class="image"></div>
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</div>
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<div class="category">release notes</div>
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<div class="desc">9 Mar 2020, 5 min read</div>
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<div class="title">Label Studio 0.5.0 Release - Relations</div>
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</div>
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</a>
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</div>
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<!-- Bert -->
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<div class="column">
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<a href="https://towardsdatascience.com/how-to-finetune-bert-to-classify-your-slack-chats-without-coding-3a7002936bcf">
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<div class="card">
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<div class="image-wrap">
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<div class="image" style="background-image: url(/images/ls-bert-slack.jpg)"></div>
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</div>
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<div class="category">tutorial</div>
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<div class="desc">18 Feb 2020, 5 min read</div>
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<div class="title">How to fine-tune BERT to classify your Slack chats without coding</div>
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</div>
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</a>
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</div>
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<!-- Intro LS -->
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<div class="column">
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<a href="https://towardsdatascience.com/introducing-label-studio-a-swiss-army-knife-of-data-labeling-140c1be92881">
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<div class="card">
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<div class="image-wrap">
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<div class="image" style="background-image: url(/images/annotation_examples.gif)"></div>
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</div>
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<div class="category">article</div>
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<div class="desc">28 Jan 2020, 8 min read</div>
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<div class="title">Introducing Label Studio, a swiss army knife of data labeling</div>
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</div>
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</a>
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</div>
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<!-- AL -->
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<div class="column">
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<a href="https://towardsdatascience.com/learn-faster-with-smarter-data-labeling-15d0272614c4">
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<div class="card">
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<div class="image-wrap">
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<div class="image" style="background-image: url(/images/AL-learn-fast.png)"></div>
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</div>
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<div class="category">article</div>
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<div class="desc">21 Aug 2019, 8 min read</div>
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<div class="title">Learn faster with smarter data labeling</div>
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</div>
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</a>
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</div>
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</div>
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</div>
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