deploy: cleanlab/cleanlab@b699edd

cleanlab · Aug 2, 2024 · 35d16d7 · 35d16d7
1 parent 21f8ecd
commit 35d16d7
Show file tree

Hide file tree

Showing 190 changed files with 12,865 additions and 12,405 deletions.
diff --git a/master/.buildinfo b/master/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 59e8199fdccc20214d3ba6bfb97e71d7
+config: da399c314656edf666511f8f45e8bb47
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/master/.doctrees/cleanlab/benchmarking/index.doctree b/master/.doctrees/cleanlab/benchmarking/index.doctree
diff --git a/master/.doctrees/cleanlab/benchmarking/noise_generation.doctree b/master/.doctrees/cleanlab/benchmarking/noise_generation.doctree
diff --git a/master/.doctrees/cleanlab/classification.doctree b/master/.doctrees/cleanlab/classification.doctree
diff --git a/master/.doctrees/cleanlab/count.doctree b/master/.doctrees/cleanlab/count.doctree
diff --git a/master/.doctrees/cleanlab/data_valuation.doctree b/master/.doctrees/cleanlab/data_valuation.doctree
diff --git a/master/.doctrees/cleanlab/datalab/datalab.doctree b/master/.doctrees/cleanlab/datalab/datalab.doctree
diff --git a/master/.doctrees/cleanlab/datalab/guide/_templates/issue_types_tip.doctree b/master/.doctrees/cleanlab/datalab/guide/_templates/issue_types_tip.doctree
diff --git a/master/.doctrees/cleanlab/datalab/guide/custom_issue_manager.doctree b/master/.doctrees/cleanlab/datalab/guide/custom_issue_manager.doctree
diff --git a/master/.doctrees/cleanlab/datalab/guide/generating_cluster_ids.doctree b/master/.doctrees/cleanlab/datalab/guide/generating_cluster_ids.doctree
diff --git a/master/.doctrees/cleanlab/datalab/guide/index.doctree b/master/.doctrees/cleanlab/datalab/guide/index.doctree
diff --git a/master/.doctrees/cleanlab/datalab/guide/issue_type_description.doctree b/master/.doctrees/cleanlab/datalab/guide/issue_type_description.doctree
diff --git a/master/.doctrees/cleanlab/datalab/guide/table.doctree b/master/.doctrees/cleanlab/datalab/guide/table.doctree
diff --git a/master/.doctrees/cleanlab/datalab/index.doctree b/master/.doctrees/cleanlab/datalab/index.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/data.doctree b/master/.doctrees/cleanlab/datalab/internal/data.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/data_issues.doctree b/master/.doctrees/cleanlab/datalab/internal/data_issues.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/factory.doctree b/master/.doctrees/cleanlab/datalab/internal/factory.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/index.doctree b/master/.doctrees/cleanlab/datalab/internal/index.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_finder.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_finder.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/_notices/not_registered.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/_notices/not_registered.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/data_valuation.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/data_valuation.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/duplicate.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/duplicate.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/imbalance.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/imbalance.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/index.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/index.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/issue_manager.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/issue_manager.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/label.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/label.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/multilabel/index.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/multilabel/index.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/multilabel/label.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/multilabel/label.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/noniid.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/noniid.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/null.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/null.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/outlier.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/outlier.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/regression/index.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/regression/index.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/regression/label.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/regression/label.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/underperforming_group.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/underperforming_group.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/model_outputs.doctree b/master/.doctrees/cleanlab/datalab/internal/model_outputs.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/report.doctree b/master/.doctrees/cleanlab/datalab/internal/report.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/task.doctree b/master/.doctrees/cleanlab/datalab/internal/task.doctree
diff --git a/master/.doctrees/cleanlab/datalab/optional_dependencies.doctree b/master/.doctrees/cleanlab/datalab/optional_dependencies.doctree
diff --git a/master/.doctrees/cleanlab/dataset.doctree b/master/.doctrees/cleanlab/dataset.doctree
diff --git a/master/.doctrees/cleanlab/experimental/cifar_cnn.doctree b/master/.doctrees/cleanlab/experimental/cifar_cnn.doctree
diff --git a/master/.doctrees/cleanlab/experimental/coteaching.doctree b/master/.doctrees/cleanlab/experimental/coteaching.doctree
diff --git a/master/.doctrees/cleanlab/experimental/index.doctree b/master/.doctrees/cleanlab/experimental/index.doctree
diff --git a/master/.doctrees/cleanlab/experimental/label_issues_batched.doctree b/master/.doctrees/cleanlab/experimental/label_issues_batched.doctree
diff --git a/master/.doctrees/cleanlab/experimental/mnist_pytorch.doctree b/master/.doctrees/cleanlab/experimental/mnist_pytorch.doctree
diff --git a/master/.doctrees/cleanlab/experimental/span_classification.doctree b/master/.doctrees/cleanlab/experimental/span_classification.doctree
diff --git a/master/.doctrees/cleanlab/filter.doctree b/master/.doctrees/cleanlab/filter.doctree
diff --git a/master/.doctrees/cleanlab/internal/index.doctree b/master/.doctrees/cleanlab/internal/index.doctree
diff --git a/master/.doctrees/cleanlab/internal/label_quality_utils.doctree b/master/.doctrees/cleanlab/internal/label_quality_utils.doctree
diff --git a/master/.doctrees/cleanlab/internal/latent_algebra.doctree b/master/.doctrees/cleanlab/internal/latent_algebra.doctree
diff --git a/master/.doctrees/cleanlab/internal/multiannotator_utils.doctree b/master/.doctrees/cleanlab/internal/multiannotator_utils.doctree
diff --git a/master/.doctrees/cleanlab/internal/multilabel_scorer.doctree b/master/.doctrees/cleanlab/internal/multilabel_scorer.doctree
diff --git a/master/.doctrees/cleanlab/internal/multilabel_utils.doctree b/master/.doctrees/cleanlab/internal/multilabel_utils.doctree
diff --git a/master/.doctrees/cleanlab/internal/neighbor/index.doctree b/master/.doctrees/cleanlab/internal/neighbor/index.doctree
diff --git a/master/.doctrees/cleanlab/internal/neighbor/knn_graph.doctree b/master/.doctrees/cleanlab/internal/neighbor/knn_graph.doctree
diff --git a/master/.doctrees/cleanlab/internal/neighbor/metric.doctree b/master/.doctrees/cleanlab/internal/neighbor/metric.doctree
diff --git a/master/.doctrees/cleanlab/internal/neighbor/search.doctree b/master/.doctrees/cleanlab/internal/neighbor/search.doctree
diff --git a/master/.doctrees/cleanlab/internal/outlier.doctree b/master/.doctrees/cleanlab/internal/outlier.doctree
diff --git a/master/.doctrees/cleanlab/internal/token_classification_utils.doctree b/master/.doctrees/cleanlab/internal/token_classification_utils.doctree
diff --git a/master/.doctrees/cleanlab/internal/util.doctree b/master/.doctrees/cleanlab/internal/util.doctree
diff --git a/master/.doctrees/cleanlab/internal/validation.doctree b/master/.doctrees/cleanlab/internal/validation.doctree
diff --git a/master/.doctrees/cleanlab/models/index.doctree b/master/.doctrees/cleanlab/models/index.doctree
diff --git a/master/.doctrees/cleanlab/models/keras.doctree b/master/.doctrees/cleanlab/models/keras.doctree
diff --git a/master/.doctrees/cleanlab/multiannotator.doctree b/master/.doctrees/cleanlab/multiannotator.doctree
diff --git a/master/.doctrees/cleanlab/multilabel_classification/dataset.doctree b/master/.doctrees/cleanlab/multilabel_classification/dataset.doctree
diff --git a/master/.doctrees/cleanlab/multilabel_classification/filter.doctree b/master/.doctrees/cleanlab/multilabel_classification/filter.doctree
diff --git a/master/.doctrees/cleanlab/multilabel_classification/index.doctree b/master/.doctrees/cleanlab/multilabel_classification/index.doctree
diff --git a/master/.doctrees/cleanlab/multilabel_classification/rank.doctree b/master/.doctrees/cleanlab/multilabel_classification/rank.doctree
diff --git a/master/.doctrees/cleanlab/object_detection/filter.doctree b/master/.doctrees/cleanlab/object_detection/filter.doctree
diff --git a/master/.doctrees/cleanlab/object_detection/index.doctree b/master/.doctrees/cleanlab/object_detection/index.doctree
diff --git a/master/.doctrees/cleanlab/object_detection/rank.doctree b/master/.doctrees/cleanlab/object_detection/rank.doctree
diff --git a/master/.doctrees/cleanlab/object_detection/summary.doctree b/master/.doctrees/cleanlab/object_detection/summary.doctree
diff --git a/master/.doctrees/cleanlab/outlier.doctree b/master/.doctrees/cleanlab/outlier.doctree
diff --git a/master/.doctrees/cleanlab/rank.doctree b/master/.doctrees/cleanlab/rank.doctree
diff --git a/master/.doctrees/cleanlab/regression/index.doctree b/master/.doctrees/cleanlab/regression/index.doctree
diff --git a/master/.doctrees/cleanlab/regression/learn.doctree b/master/.doctrees/cleanlab/regression/learn.doctree
diff --git a/master/.doctrees/cleanlab/regression/rank.doctree b/master/.doctrees/cleanlab/regression/rank.doctree
diff --git a/master/.doctrees/cleanlab/segmentation/filter.doctree b/master/.doctrees/cleanlab/segmentation/filter.doctree
diff --git a/master/.doctrees/cleanlab/segmentation/index.doctree b/master/.doctrees/cleanlab/segmentation/index.doctree
diff --git a/master/.doctrees/cleanlab/segmentation/rank.doctree b/master/.doctrees/cleanlab/segmentation/rank.doctree
diff --git a/master/.doctrees/cleanlab/segmentation/summary.doctree b/master/.doctrees/cleanlab/segmentation/summary.doctree
diff --git a/master/.doctrees/cleanlab/token_classification/filter.doctree b/master/.doctrees/cleanlab/token_classification/filter.doctree
diff --git a/master/.doctrees/cleanlab/token_classification/index.doctree b/master/.doctrees/cleanlab/token_classification/index.doctree
diff --git a/master/.doctrees/cleanlab/token_classification/rank.doctree b/master/.doctrees/cleanlab/token_classification/rank.doctree
diff --git a/master/.doctrees/cleanlab/token_classification/summary.doctree b/master/.doctrees/cleanlab/token_classification/summary.doctree
diff --git a/master/.doctrees/environment.pickle b/master/.doctrees/environment.pickle
diff --git a/master/.doctrees/index.doctree b/master/.doctrees/index.doctree
diff --git a/master/.doctrees/migrating/migrate_v2.doctree b/master/.doctrees/migrating/migrate_v2.doctree
diff --git a/master/.doctrees/nbsphinx/tutorials/clean_learning/tabular.ipynb b/master/.doctrees/nbsphinx/tutorials/clean_learning/tabular.ipynb
@@ -113,10 +113,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-07-30T16:31:34.527671Z",
-     "iopub.status.busy": "2024-07-30T16:31:34.527492Z",
-     "iopub.status.idle": "2024-07-30T16:31:36.140632Z",
-     "shell.execute_reply": "2024-07-30T16:31:36.140024Z"
+     "iopub.execute_input": "2024-08-02T23:17:23.433118Z",
+     "iopub.status.busy": "2024-08-02T23:17:23.432923Z",
+     "iopub.status.idle": "2024-08-02T23:17:24.941638Z",
+     "shell.execute_reply": "2024-08-02T23:17:24.941075Z"
     },
     "nbsphinx": "hidden"
    },
@@ -126,7 +126,7 @@
     "dependencies = [\"cleanlab\"]\n",
     "\n",
     "if \"google.colab\" in str(get_ipython()):  # Check if it's running in Google Colab\n",
-    "    %pip install git+https://github.com/cleanlab/cleanlab.git@774f5b4625f50853a4527b3bf0414f14a7116208\n",
+    "    %pip install git+https://github.com/cleanlab/cleanlab.git@b699edd9acff56a96f5d8635fc51bcc94bc9a1ed\n",
     "    cmd = ' '.join([dep for dep in dependencies if dep != \"cleanlab\"])\n",
     "    %pip install $cmd\n",
     "else:\n",
@@ -151,10 +151,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-07-30T16:31:36.143586Z",
-     "iopub.status.busy": "2024-07-30T16:31:36.143047Z",
-     "iopub.status.idle": "2024-07-30T16:31:36.178768Z",
-     "shell.execute_reply": "2024-07-30T16:31:36.178228Z"
+     "iopub.execute_input": "2024-08-02T23:17:24.944158Z",
+     "iopub.status.busy": "2024-08-02T23:17:24.943875Z",
+     "iopub.status.idle": "2024-08-02T23:17:24.963528Z",
+     "shell.execute_reply": "2024-08-02T23:17:24.962963Z"
     }
    },
    "outputs": [],
@@ -195,10 +195,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-07-30T16:31:36.181589Z",
-     "iopub.status.busy": "2024-07-30T16:31:36.181045Z",
-     "iopub.status.idle": "2024-07-30T16:31:36.338074Z",
-     "shell.execute_reply": "2024-07-30T16:31:36.337466Z"
+     "iopub.execute_input": "2024-08-02T23:17:24.966010Z",
+     "iopub.status.busy": "2024-08-02T23:17:24.965604Z",
+     "iopub.status.idle": "2024-08-02T23:17:25.079442Z",
+     "shell.execute_reply": "2024-08-02T23:17:25.078863Z"
     }
    },
    "outputs": [
@@ -305,10 +305,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-07-30T16:31:36.372204Z",
-     "iopub.status.busy": "2024-07-30T16:31:36.371964Z",
-     "iopub.status.idle": "2024-07-30T16:31:36.377781Z",
-     "shell.execute_reply": "2024-07-30T16:31:36.377262Z"
+     "iopub.execute_input": "2024-08-02T23:17:25.111044Z",
+     "iopub.status.busy": "2024-08-02T23:17:25.110645Z",
+     "iopub.status.idle": "2024-08-02T23:17:25.114497Z",
+     "shell.execute_reply": "2024-08-02T23:17:25.114027Z"
     }
    },
    "outputs": [],
@@ -329,10 +329,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-07-30T16:31:36.380079Z",
-     "iopub.status.busy": "2024-07-30T16:31:36.379702Z",
-     "iopub.status.idle": "2024-07-30T16:31:36.389163Z",
-     "shell.execute_reply": "2024-07-30T16:31:36.388645Z"
+     "iopub.execute_input": "2024-08-02T23:17:25.116536Z",
+     "iopub.status.busy": "2024-08-02T23:17:25.116200Z",
+     "iopub.status.idle": "2024-08-02T23:17:25.124454Z",
+     "shell.execute_reply": "2024-08-02T23:17:25.123892Z"
     }
    },
    "outputs": [],
@@ -384,10 +384,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-07-30T16:31:36.391552Z",
-     "iopub.status.busy": "2024-07-30T16:31:36.391341Z",
-     "iopub.status.idle": "2024-07-30T16:31:36.394409Z",
-     "shell.execute_reply": "2024-07-30T16:31:36.393862Z"
+     "iopub.execute_input": "2024-08-02T23:17:25.126998Z",
+     "iopub.status.busy": "2024-08-02T23:17:25.126543Z",
+     "iopub.status.idle": "2024-08-02T23:17:25.129409Z",
+     "shell.execute_reply": "2024-08-02T23:17:25.128804Z"
     }
    },
    "outputs": [],
@@ -409,10 +409,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-07-30T16:31:36.396451Z",
-     "iopub.status.busy": "2024-07-30T16:31:36.396262Z",
-     "iopub.status.idle": "2024-07-30T16:31:36.936436Z",
-     "shell.execute_reply": "2024-07-30T16:31:36.935844Z"
+     "iopub.execute_input": "2024-08-02T23:17:25.131344Z",
+     "iopub.status.busy": "2024-08-02T23:17:25.131035Z",
+     "iopub.status.idle": "2024-08-02T23:17:25.655338Z",
+     "shell.execute_reply": "2024-08-02T23:17:25.654793Z"
     }
    },
    "outputs": [],
@@ -446,10 +446,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-07-30T16:31:36.939261Z",
-     "iopub.status.busy": "2024-07-30T16:31:36.938884Z",
-     "iopub.status.idle": "2024-07-30T16:31:39.269788Z",
-     "shell.execute_reply": "2024-07-30T16:31:39.269009Z"
+     "iopub.execute_input": "2024-08-02T23:17:25.657837Z",
+     "iopub.status.busy": "2024-08-02T23:17:25.657465Z",
+     "iopub.status.idle": "2024-08-02T23:17:27.751426Z",
+     "shell.execute_reply": "2024-08-02T23:17:27.750727Z"
     }
    },
    "outputs": [
@@ -481,10 +481,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-07-30T16:31:39.273002Z",
-     "iopub.status.busy": "2024-07-30T16:31:39.272142Z",
-     "iopub.status.idle": "2024-07-30T16:31:39.283199Z",
-     "shell.execute_reply": "2024-07-30T16:31:39.282635Z"
+     "iopub.execute_input": "2024-08-02T23:17:27.754463Z",
+     "iopub.status.busy": "2024-08-02T23:17:27.753684Z",
+     "iopub.status.idle": "2024-08-02T23:17:27.764911Z",
+     "shell.execute_reply": "2024-08-02T23:17:27.764361Z"
     }
    },
    "outputs": [
@@ -605,10 +605,10 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-07-30T16:31:39.285386Z",
-     "iopub.status.busy": "2024-07-30T16:31:39.285054Z",
-     "iopub.status.idle": "2024-07-30T16:31:39.289139Z",
-     "shell.execute_reply": "2024-07-30T16:31:39.288681Z"
+     "iopub.execute_input": "2024-08-02T23:17:27.767199Z",
+     "iopub.status.busy": "2024-08-02T23:17:27.766875Z",
+     "iopub.status.idle": "2024-08-02T23:17:27.770951Z",
+     "shell.execute_reply": "2024-08-02T23:17:27.770498Z"
     }
    },
    "outputs": [],
@@ -633,10 +633,10 @@
    "execution_count": 11,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-07-30T16:31:39.291246Z",
-     "iopub.status.busy": "2024-07-30T16:31:39.290919Z",
-     "iopub.status.idle": "2024-07-30T16:31:39.298453Z",
-     "shell.execute_reply": "2024-07-30T16:31:39.297891Z"
+     "iopub.execute_input": "2024-08-02T23:17:27.772966Z",
+     "iopub.status.busy": "2024-08-02T23:17:27.772625Z",
+     "iopub.status.idle": "2024-08-02T23:17:27.779796Z",
+     "shell.execute_reply": "2024-08-02T23:17:27.779212Z"
     }
    },
    "outputs": [],
@@ -658,10 +658,10 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-07-30T16:31:39.301188Z",
-     "iopub.status.busy": "2024-07-30T16:31:39.300801Z",
-     "iopub.status.idle": "2024-07-30T16:31:39.419299Z",
-     "shell.execute_reply": "2024-07-30T16:31:39.418728Z"
+     "iopub.execute_input": "2024-08-02T23:17:27.781951Z",
+     "iopub.status.busy": "2024-08-02T23:17:27.781645Z",
+     "iopub.status.idle": "2024-08-02T23:17:27.895282Z",
+     "shell.execute_reply": "2024-08-02T23:17:27.894690Z"
     }
    },
    "outputs": [
@@ -691,10 +691,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-07-30T16:31:39.421608Z",
-     "iopub.status.busy": "2024-07-30T16:31:39.421234Z",
-     "iopub.status.idle": "2024-07-30T16:31:39.424361Z",
-     "shell.execute_reply": "2024-07-30T16:31:39.423765Z"
+     "iopub.execute_input": "2024-08-02T23:17:27.897585Z",
+     "iopub.status.busy": "2024-08-02T23:17:27.897260Z",
+     "iopub.status.idle": "2024-08-02T23:17:27.899963Z",
+     "shell.execute_reply": "2024-08-02T23:17:27.899515Z"
     }
    },
    "outputs": [],
@@ -715,10 +715,10 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-07-30T16:31:39.426671Z",
-     "iopub.status.busy": "2024-07-30T16:31:39.426252Z",
-     "iopub.status.idle": "2024-07-30T16:31:41.720026Z",
-     "shell.execute_reply": "2024-07-30T16:31:41.719145Z"
+     "iopub.execute_input": "2024-08-02T23:17:27.902092Z",
+     "iopub.status.busy": "2024-08-02T23:17:27.901699Z",
+     "iopub.status.idle": "2024-08-02T23:17:30.041948Z",
+     "shell.execute_reply": "2024-08-02T23:17:30.041308Z"
     }
    },
    "outputs": [],
@@ -738,10 +738,10 @@
    "execution_count": 15,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-07-30T16:31:41.723999Z",
-     "iopub.status.busy": "2024-07-30T16:31:41.722968Z",
-     "iopub.status.idle": "2024-07-30T16:31:41.736024Z",
-     "shell.execute_reply": "2024-07-30T16:31:41.735553Z"
+     "iopub.execute_input": "2024-08-02T23:17:30.045213Z",
+     "iopub.status.busy": "2024-08-02T23:17:30.044360Z",
+     "iopub.status.idle": "2024-08-02T23:17:30.055915Z",
+     "shell.execute_reply": "2024-08-02T23:17:30.055449Z"
     }
    },
    "outputs": [
@@ -766,15 +766,30 @@
     "We can see that the test set accuracy slightly improved as a result of the data cleaning. Note that this will not always be the case, especially when we evaluate on test data that are themselves noisy. The best practice is to run cleanlab to identify potential label issues and then manually review them, before blindly trusting any accuracy metrics. In particular, the most effort should be made to ensure high-quality test data, which is supposed to reflect the expected performance of our model during deployment."
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Spending too much time on data quality?\n",
+    "\n",
+    "Using this open-source package effectively can require significant ML expertise and experimentation, plus handling detected data issues can be cumbersome.\n",
+    "\n",
+    "That’s why we built [Cleanlab Studio](https://cleanlab.ai/blog/data-centric-ai/) -- an automated platform to find **and fix** issues in your dataset, 100x faster and more accurately.  Cleanlab Studio automatically runs optimized data quality algorithms from this package on top of cutting-edge AutoML & Foundation models fit to your data, and helps you fix detected issues via a smart data correction interface. [Try it](https://cleanlab.ai/) for free!\n",
+    "\n",
+    "<p align=\"center\">\n",
+    "  <img src=\"https://raw.githubusercontent.com/cleanlab/assets/master/cleanlab/ml-with-cleanlab-studio.png\" alt=\"The modern AI pipeline automated with Cleanlab Studio\">\n",
+    "</p>"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 16,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-07-30T16:31:41.738164Z",
-     "iopub.status.busy": "2024-07-30T16:31:41.737959Z",
-     "iopub.status.idle": "2024-07-30T16:31:41.800777Z",
-     "shell.execute_reply": "2024-07-30T16:31:41.800288Z"
+     "iopub.execute_input": "2024-08-02T23:17:30.057830Z",
+     "iopub.status.busy": "2024-08-02T23:17:30.057653Z",
+     "iopub.status.idle": "2024-08-02T23:17:30.088205Z",
+     "shell.execute_reply": "2024-08-02T23:17:30.087743Z"
     },
     "nbsphinx": "hidden"
    },