diff --git a/configs/regular/dbscan.json b/configs/regular/dbscan.json
index 1e684212..3b63e836 100644
--- a/configs/regular/dbscan.json
+++ b/configs/regular/dbscan.json
@@ -5,7 +5,6 @@
             "data": [
                 { "dataset": "cifar", "split_kwargs": { "train_size": 15000 } },
                 { "dataset": "mnist", "split_kwargs": { "train_size": 40000 } },
-                { "dataset": "sensit", "split_kwargs": { "ignore": true } },
                 { "dataset": "susy", "split_kwargs": { "train_size": 100000 } },
                 {
                     "dataset": "skin_segmentation",
diff --git a/configs/regular/svm.json b/configs/regular/svm.json
index f83e1be1..4a1bb915 100644
--- a/configs/regular/svm.json
+++ b/configs/regular/svm.json
@@ -14,10 +14,6 @@
                 "data": { "dataset": "ijcnn", "split_kwargs": { "train_size": 20000, "test_size": null } },
                 "algorithm": { "estimator_params": { "C": 100.0, "kernel": "rbf" } }
             },
-            {
-                "data": { "dataset": "epsilon", "split_kwargs": { "train_size": 10000, "test_size": 10000 } },
-                "algorithm": { "estimator_params": { "C": 1.0, "kernel": ["poly", "rbf"] } }
-            },
             {
                 "data": { "dataset": "gisette", "preprocessing_kwargs": { "normalize": false } },
                 "algorithm": {
diff --git a/configs/regular/train_test_split.json b/configs/regular/train_test_split.json
index 607a8f26..a55b6e51 100644
--- a/configs/regular/train_test_split.json
+++ b/configs/regular/train_test_split.json
@@ -10,7 +10,6 @@
                         "susy",
                         "sift",
                         "gist",
-                        "epsilon",
                         "svhn"
                     ]
                 }
diff --git a/configs/regular/xgboost_binary.json b/configs/regular/xgboost_binary.json
index ec1d9c2d..bd1ac2c3 100644
--- a/configs/regular/xgboost_binary.json
+++ b/configs/regular/xgboost_binary.json
@@ -42,23 +42,6 @@
                     }
                 }
             },
-            {
-                "data": {
-                    "dataset": "epsilon",
-                    "split_kwargs": {
-                        "train_size": 10000,
-                        "test_size": 100000
-                    }
-                },
-                "algorithm": {
-                    "estimator_params": {
-                        "max_depth": 8,
-                        "colsample_bytree": 0.1,
-                        "colsample_bynode": 0.1,
-                        "n_estimators": 200
-                    }
-                }
-            },
             {
                 "data": {
                     "dataset": "gisette",
diff --git a/configs/weekly/linear_model.json b/configs/weekly/linear_model.json
index 9cb0bd58..a79d737e 100644
--- a/configs/weekly/linear_model.json
+++ b/configs/weekly/linear_model.json
@@ -25,7 +25,6 @@
             {
                 "data": {
                     "dataset": [
-                        "epsilon",
                         "yolanda",
                         "hepmass",
                         "susy"
diff --git a/configs/weekly/pca.json b/configs/weekly/pca.json
index e88b9592..6df3b0e3 100644
--- a/configs/weekly/pca.json
+++ b/configs/weekly/pca.json
@@ -15,7 +15,7 @@
             },
             {
                 "data": {
-                    "dataset": ["airline_depdelay", "epsilon"],
+                    "dataset": ["airline_depdelay"],
                     "split_kwargs": { "ignore": true }
                 }
             }
diff --git a/configs/weekly/svm.json b/configs/weekly/svm.json
index 93f73961..bdc9fbe9 100644
--- a/configs/weekly/svm.json
+++ b/configs/weekly/svm.json
@@ -13,10 +13,6 @@
             {
                 "data": { "dataset": "ijcnn", "split_kwargs": { "ignore": true } },
                 "algorithm": { "estimator_params": { "C": 100.0, "kernel": "rbf" } }
-            },
-            {
-                "data": { "dataset": "epsilon", "split_kwargs": { "train_size": 100000, "test_size": 100000 } },
-                "algorithm": { "estimator_params": { "C": 1.0, "kernel": ["poly", "rbf"] } }
             }
         ],
         "high-load svc multiclass datasets": [