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Update docs/source/tutorials/datalab/workflows.ipynb
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Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com>
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elisno and jwmueller committed Jun 19, 2024
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"source": [
"### 4. (Optional) Visualize Data Valuation Scores\n",
"Finally, we will visualize the data valuation scores using a strip plot to understand the distribution across different labels.\n",
"Let's visualize the data valuation scores across our dataset.\n",
"\n",
"A score below 0.5 indicates a negative contribution to the model's training performance, while a score above 0.5 indicates a positive contribution.\n",
"Cleanlab's Shapely scores are transformed to lie between 0 and 1 such that: a score below 0.5 indicates a negative contribution to the model's training performance, while a score above 0.5 indicates a positive contribution.\n",
"\n",
"By examining the scores across different labels, we can identify whether positive or negative contributions are disproportionately concentrated in a single class. This can help us detect potential biases in the training data."
"By examining the scores across different classes, we can identify whether positive or negative contributions are disproportionately concentrated in a single class. This can help detect biases in the training data."
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