diff --git a/AIandML/e2_matchine_learning/e2.0_k-means.ipynb b/AIandML/e2_matchine_learning/e2.0_k-means.ipynb
index 4170109..859575d 100644
--- a/AIandML/e2_matchine_learning/e2.0_k-means.ipynb
+++ b/AIandML/e2_matchine_learning/e2.0_k-means.ipynb
@@ -911,7 +911,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3.10.8 ('.venv': venv)",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
diff --git a/AIandML/e2_matchine_learning/e2.1_knn.ipynb b/AIandML/e2_matchine_learning/e2.1_knn.ipynb
index 4d48fc2..4a0518f 100644
--- a/AIandML/e2_matchine_learning/e2.1_knn.ipynb
+++ b/AIandML/e2_matchine_learning/e2.1_knn.ipynb
@@ -662,7 +662,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3.10.8 ('.venv': venv)",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
diff --git a/AIandML/e2_matchine_learning/e2.2_linearreg.ipynb b/AIandML/e2_matchine_learning/e2.2_linearreg.ipynb
index e47357e..004c77c 100644
--- a/AIandML/e2_matchine_learning/e2.2_linearreg.ipynb
+++ b/AIandML/e2_matchine_learning/e2.2_linearreg.ipynb
@@ -1208,7 +1208,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3.10.8 ('.venv': venv)",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
diff --git a/AIandML/e2_matchine_learning/e2.3_logreg.ipynb b/AIandML/e2_matchine_learning/e2.3_logreg.ipynb
index dd05556..a97b556 100644
--- a/AIandML/e2_matchine_learning/e2.3_logreg.ipynb
+++ b/AIandML/e2_matchine_learning/e2.3_logreg.ipynb
@@ -648,7 +648,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3.10.8 ('.venv': venv)",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
diff --git a/AIandML/e2_matchine_learning/e2.4_naivebyes.ipynb b/AIandML/e2_matchine_learning/e2.4_naivebyes.ipynb
index fcaf88d..29dda69 100644
--- a/AIandML/e2_matchine_learning/e2.4_naivebyes.ipynb
+++ b/AIandML/e2_matchine_learning/e2.4_naivebyes.ipynb
@@ -753,7 +753,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3.10.8 ('.venv': venv)",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },