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lines changed Original file line number Diff line number Diff line change @@ -155,28 +155,6 @@ widget = EmbeddingAtlasWidget(df)
155155widget
156156```
157157
158- ### Analyzing Model Outputs
159-
160- Compare embeddings from different models or examine how embeddings change during training:
161-
162- ``` bash
163- # Compare embeddings from different models
164- embedding-atlas stanfordnlp/imdb \
165- --text " text" \
166- --model " sentence-transformers/all-MiniLM-L6-v2" \
167- --sample 5000
168- ```
169-
170- ### Quality Control and Data Curation
171-
172- Identify mislabeled data, duplicates, or unusual patterns in your datasets:
173-
174- ``` bash
175- # Visualize with sampling for large datasets
176- embedding-atlas username/large-dataset \
177- --sample 50000 \
178- --text " content"
179- ```
180158
181159## Additional Resources
182160
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