diff --git a/examples/README.md b/examples/README.md
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 > This directory will not generate code, documentations or ran in the test
 
+## Notebook deployments
 * Image caption with full transformer structure [colab notebook](image_caption.ipynb), A use case of ```HFTextBlock```
 * [NLP regression](nlp_regression_toxity.ipynb), guess the toxity of a chemical compound, treating chemical expression as a string of text.
 * [Sequence to sequence](nlp_seq2seq_en_to_zh_translation.ipynb) model, leveraging pretrained encoder & pretrained decoder to create a translation model
+* [Semantic search](feature_encoder.ipynb) using a pretrained model and a fast deployment of interactive similarity search from unpackai
+
+## AI API deployments
+* See some [API deployments](deploy) within colab notebooks
diff --git a/examples/deploy/README.md b/examples/deploy/README.md
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+# Deploy API within colab
+* [CV streamlit examples](CV)
+* [NLP streamlit examples](NLP)
+* [Tabular streamlit examples](Tabular)
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diff --git "a/examples/\360\237\216\255Multi_Label_Classification.ipynb" b/examples/multilable_classification.ipynb
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