diff --git "a/A5/final_report_A5.ipynb" "b/A5/final_report_A5.ipynb" --- "a/A5/final_report_A5.ipynb" +++ "b/A5/final_report_A5.ipynb" @@ -34,10 +34,15 @@ "\n", "A custom `sklearn`-compatible transformer was implemented and used in both the regression and classification pipelines. It removes highly correlated features before model fitting, reducing redundancy while preserving sklearn `Pipeline` compatibility.\n", "\n", - "This CorrelationFilter is shared as `CorrelationFilter.py` between the development and the deployment of pickled model in the huggingface space." + "This CorrelationFilter is shared as `CorrelationFilter.py` between the development and the deployment of pickled models in the huggingface space." ] }, { + "attachments": { + "cc8f223c-c370-4c13-a39c-d91c4429b1fa.png": { + "image/png": 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" + } + }, "cell_type": "markdown", "id": "ccb24de5-bf0b-4daa-b0e0-cdf4e92a9ea8", "metadata": {}, @@ -63,8 +68,7 @@ "\n", "### 1.3 Progess chart\n", "\n", - "![chart](../score_board.png)\n", - "\n", + "![grafik.png](attachment:cc8f223c-c370-4c13-a39c-d91c4429b1fa.png)\n", "---" ] }, @@ -186,7 +190,7 @@ "id": "57e23d4b-1133-4f1d-b178-09222f77b8cc", "metadata": {}, "source": [ - "![grafik.png](attachment:f69df2d2-ac63-4154-b543-0def290aaa9a.png)" + "\"drawing\"" ] }, {